{"id":"W4291119604","doi":"10.3138/9781487529901-001","title":"Foreword","year":2022,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004361617,0.0002125643,0.0003577337,0.0000487473,0.0008464748,0.000004094726,0.000727443,0.000356661,0.05192103],"category_scores_gemma":[0.00004138603,0.0002733092,0.0001664072,0.000001197912,0.0001832452,0.0002186928,0.00102077,0.00101334,0.0001603634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001596838,"about_ca_system_score_gemma":0.0008324132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2148274,"about_ca_topic_score_gemma":0.01901807,"domain_scores_codex":[0.9982187,0.0001981342,0.0002610987,0.0003752206,0.0005995492,0.0003473689],"domain_scores_gemma":[0.9980955,0.0002606733,0.0005224174,0.0006853595,0.0002553175,0.0001807058],"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":[0.0008030322,0.00008492158,0.0004345084,0.0008920286,0.0004607755,0.00007784111,0.03369804,0.000001527114,0.00002330958,0.8221558,0.1154579,0.02591029],"study_design_scores_gemma":[0.0004862897,0.00007131413,0.0005565719,0.0001038363,0.0001120028,0.000001459291,0.001412398,0.000006623911,0.000002416925,0.0006644633,0.9963731,0.0002095278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000069339,0.00145352,0.00001477529,0.00007231311,0.0007067755,0.0009528111,0.0003898768,0.00007023218,0.9962704],"genre_scores_gemma":[0.0002102878,0.0008414303,0.0001333584,0.00008643036,0.0001447473,0.000003290417,0.00008857816,0.00005047445,0.9984414],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8809152,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09119126591709967,"score_gpt":0.3852960187881801,"score_spread":0.2941047528710804,"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."}}