{"id":"W4405064248","doi":"10.1200/acon.11.00088","title":"The Development of the International Research Community","year":2024,"lang":"en","type":"dataset","venue":"","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Development (topology); Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.02385655,0.00131966,0.002109641,0.01264617,0.00234858,0.01724143,0.003769186,0.003064383,0.06613434],"category_scores_gemma":[0.07843238,0.0008066695,0.001565468,0.02632907,0.002007352,0.01160108,0.009453644,0.005911259,0.05502881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003098508,"about_ca_system_score_gemma":0.00954512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009559904,"about_ca_topic_score_gemma":0.01331633,"domain_scores_codex":[0.973022,0.01112669,0.00279283,0.005754538,0.005606292,0.001697471],"domain_scores_gemma":[0.9294409,0.02428026,0.006712673,0.01580922,0.01465964,0.009097313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001751101,0.00003401764,0.006112301,0.001063759,0.00008302279,0.00004011455,0.0002049018,0.0002628764,0.00009962098,0.0296927,0.9209624,0.04126915],"study_design_scores_gemma":[0.00003367593,0.000006554134,0.001763171,0.0004568739,0.00002051441,0.00004144866,0.0001336047,0.0001003393,0.00005768334,0.00410279,0.9932716,0.00001173659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0048001,0.04969677,0.01059094,0.05859729,0.009746542,0.0003059397,0.6739404,0.003015353,0.1893067],"genre_scores_gemma":[0.03099901,0.02163044,0.0158039,0.01666069,0.004712715,0.001170505,0.8753904,0.002410364,0.031222],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9873538,"threshold_uncertainty_score":0.2212414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2882300792553642,"score_gpt":0.5232531144504965,"score_spread":0.2350230351951323,"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."}}