{"id":"W4416371776","doi":"10.2316/j.2026.206-1312","title":"GRAPH COLLABORATIVE GUIDED SESSION-BASED RECOMMENDATION. 368-382","year":2025,"lang":"en","type":"article","venue":"International Journal of Robotics and Automation","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Graph; Matching (statistics); Recommender system; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009058974,0.001030157,0.001474598,0.001694974,0.001098146,0.001196718,0.002308112,0.001446119,0.01598898],"category_scores_gemma":[0.003890581,0.0004479085,0.001355957,0.002686872,0.0004009387,0.002042851,0.001148992,0.001044437,0.006230771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00078269,"about_ca_system_score_gemma":0.001686261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01680659,"about_ca_topic_score_gemma":0.04743229,"domain_scores_codex":[0.9986387,0.0003552383,0.00006421112,0.0003494236,0.0004221118,0.0001702923],"domain_scores_gemma":[0.9970708,0.0009712182,0.0001147562,0.0008831471,0.0007144302,0.0002456924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002060875,0.001351539,0.006716155,0.0006415622,0.0006979197,0.0003973742,0.0003265499,0.1855934,0.02011862,0.02100794,0.1142956,0.6467925],"study_design_scores_gemma":[0.00007845853,0.0002857509,0.002207138,0.00003066178,0.0002139501,0.0002583058,0.0001767246,0.958781,0.00762745,0.01531672,0.01496796,0.00005587081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04354112,0.001866297,0.9202977,0.0008790778,0.0005516043,0.0004633594,0.002948567,0.006225068,0.0232273],"genre_scores_gemma":[0.7041093,0.0008975765,0.240236,0.0003356308,0.0003776429,0.0002946914,0.006288381,0.0004853671,0.04697544],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01680659,"threshold_uncertainty_score":0.05348843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009506109429260369,"score_gpt":0.2881235341783957,"score_spread":0.2786174247491353,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}