{"id":"W4375945890","doi":"10.1136/bmj.p1027","title":"Barrie Bemand","year":2023,"lang":"pt","type":"article","venue":"BMJ","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001615901,0.0008277064,0.0006239036,0.001020759,0.003238477,0.003579889,0.001207438,0.008314115,0.4180125],"category_scores_gemma":[0.01753604,0.000622541,0.0007451362,0.0003854611,0.001647215,0.002180821,0.003177568,0.01179406,0.2340487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00135068,"about_ca_system_score_gemma":0.002977369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005718102,"about_ca_topic_score_gemma":0.01147155,"domain_scores_codex":[0.9982998,0.0003488825,0.00006879788,0.0002949953,0.0006751777,0.0003125122],"domain_scores_gemma":[0.995777,0.001193909,0.0001372586,0.0003021773,0.0009297696,0.001659783],"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":[0.00001458787,0.000009819873,0.00007994163,0.00003565863,0.000002855754,0.0001180689,0.00003031639,0.000007456913,0.00004145617,0.002378744,0.9855437,0.01173753],"study_design_scores_gemma":[0.000009242627,0.000008204436,0.000184392,0.0001320684,0.000002634779,0.0002276961,0.00007150733,0.000008360607,0.0000396289,0.001405481,0.9979051,0.000005639397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005040289,0.01337173,0.0005351116,0.362745,0.07489416,0.00007888614,0.0003050585,0.0003482011,0.547218],"genre_scores_gemma":[0.003799243,0.004548518,0.0002836114,0.1191313,0.006787712,0.00006198013,0.00008625341,0.0001820627,0.8651194],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5819875,"threshold_uncertainty_score":0.8301345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0538788965383449,"score_gpt":0.3524235162061763,"score_spread":0.2985446196678314,"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."}}