{"id":"W4250529440","doi":"10.1503/cmaj.180712","title":"rateme","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health PEI","funders":"","keywords":"Computer science; World Wide Web; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004861245,0.0001036088,0.0001383291,0.00002375898,0.0004171503,0.00007848394,0.000238892,0.000329188,0.04701187],"category_scores_gemma":[0.001533706,0.0000989696,0.00007445665,0.00009194788,0.00007353102,0.00006000343,0.00001926361,0.0006133688,0.0004006734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000612464,"about_ca_system_score_gemma":0.001130637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000305166,"about_ca_topic_score_gemma":0.003698755,"domain_scores_codex":[0.9984155,0.00001480216,0.0002772617,0.0001303695,0.0007384894,0.0004235342],"domain_scores_gemma":[0.9981753,0.00007407377,0.0001286553,0.0001022233,0.0003860217,0.00113372],"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":[0.00001235603,0.00002918107,0.0584956,0.0000330883,0.0002581519,0.0004843705,0.0004458824,1.365687e-7,0.00691176,0.00008367503,0.9092673,0.02397848],"study_design_scores_gemma":[0.0004199969,0.000007158338,0.0005323841,0.00004699055,0.0000117951,0.0003373193,0.0003970957,0.00003449177,0.01583803,0.0001536847,0.9820758,0.0001453017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4693082,0.000159073,0.00001483703,0.01559688,0.0005871103,0.00001299887,0.00003105341,0.00003890465,0.5142509],"genre_scores_gemma":[0.971886,0.00004793846,0.00003560578,0.002987805,0.007624312,0.000002397171,0.000008117609,0.00001065792,0.0173972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5025778,"threshold_uncertainty_score":0.9538593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007613777014001895,"score_gpt":0.2297394248679433,"score_spread":0.2221256478539414,"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."}}