{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"b486458f79ef","filters":{"venue":"Soft Computing Research Society eBooks"}},"results":[{"id":"W4285540454","doi":"10.52458/978-93-91842-08-6-38","title":"Web Scraping Techniques and Applications: A Literature Review","year":2021,"lang":"en","type":"review","venue":"Soft Computing Research Society eBooks","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cégep de Chicoutimi; Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; World Wide Web; Web intelligence; Big data; Data science; Web mining; Web analytics; Web application; Analytics; Social media; Web standards; Web development; Web engineering; Web modeling; The Internet; Web page; Data mining","authors":[{"name":"Chaimaa Lotfi","is_ca":true},{"name":"Swetha Srinivasan","is_ca":true},{"name":"Myriam Ertz","is_ca":true},{"name":"Imen Latrous","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0854457235976239,"gpt":0.4236613379830667,"spread":0.3382156143854428,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002049687,0.00107107,0.001560047,0.01008933,0.0007076002,0.002079927,0.001390041,0.001316542,0.00397356],"category_scores_gemma":[0.006809024,0.0006805962,0.001316573,0.01237519,0.0007800526,0.003373937,0.000975812,0.001318444,0.001701263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009278256,"about_ca_system_score_gemma":0.003572143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003310082,"about_ca_topic_score_gemma":0.004924365,"domain_scores_codex":[0.9987337,0.0002478078,0.000248946,0.00016816,0.0005303852,0.00007093301],"domain_scores_gemma":[0.9933404,0.004302704,0.0005651999,0.000137198,0.001515771,0.0001386954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004473941,0.00009931128,0.0005179359,0.05352835,0.0001120058,0.0001905323,0.0002150855,0.0003964326,0.0006128149,0.00251033,0.01480396,0.9269685],"study_design_scores_gemma":[0.00001855064,0.0002047485,0.003800734,0.07926469,0.0007579902,0.002645392,0.0006714191,0.0006114329,0.001398381,0.004310669,0.9062393,0.00007657528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003033988,0.9976619,0.0004918237,0.0003452962,0.0001181985,0.00001807219,0.00002722492,0.00001658808,0.001017369],"genre_scores_gemma":[0.00135018,0.9972824,0.0007395396,0.0001826957,0.0001020533,0.00001915751,0.00003818344,0.000005478057,0.0002803302],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01008933,"threshold_uncertainty_score":0.01329291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407638152","doi":"10.56155/978-81-975670-3-2-8","title":"Immersive Realities in Action","year":2025,"lang":"en","type":"book-chapter","venue":"Soft Computing Research Society eBooks","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Action (physics); Cognitive science; Human–computer interaction; Psychology; Computer science; Physics","authors":[{"name":"Mahesh Ganji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1044768651448537,"gpt":0.3845270262439344,"spread":0.2800501610990807,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000452232,0.0008153865,0.0003355491,0.0005397571,0.001090413,0.005711848,0.0006429229,0.001099488,0.01981118],"category_scores_gemma":[0.0008072682,0.0003020807,0.0004141246,0.0003783336,0.005665052,0.004468991,0.003924959,0.002345075,0.002971273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008203283,"about_ca_system_score_gemma":0.0007644246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00123277,"about_ca_topic_score_gemma":0.001592964,"domain_scores_codex":[0.9995998,0.0001516092,0.00001599376,0.00005236655,0.0001265109,0.00005378778],"domain_scores_gemma":[0.9997619,0.0001199403,0.0000122056,0.00004601472,0.00002360229,0.00003644593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001201379,0.00001549676,0.00005523835,0.0002317419,0.000008354264,0.0001185938,0.004519762,0.0004155721,0.0009920479,0.9316378,0.02336296,0.0386303],"study_design_scores_gemma":[0.000005779143,0.00001562798,0.0001791445,0.0004306367,0.000005731928,0.0003621435,0.001219358,0.0003670826,0.0003658508,0.1230855,0.873952,0.00001112306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003410992,0.0376781,0.02758954,0.002868489,0.001951642,0.00004751706,0.00008420018,0.0003209441,0.9260486],"genre_scores_gemma":[0.2334946,0.05131851,0.03478562,0.002753727,0.001397151,0.0003491397,0.0002986331,0.0003072591,0.6752952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01981118,"threshold_uncertainty_score":0.066275,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}