{"id":"W4322506881","doi":"10.31080/asms.2023.07.1483","title":"Considerations in Medical Academic Writings","year":2023,"lang":"en","type":"article","venue":"Acta Scientific Medical Sciences","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Toronto","funders":"","keywords":"Psychology; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2184092,0.001242284,0.001210164,0.005113911,0.01836125,0.03269894,0.005380333,0.01111839,0.009684347],"category_scores_gemma":[0.4281883,0.001649682,0.001646815,0.003306616,0.02860378,0.02093971,0.0180556,0.02137626,0.01131895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007197521,"about_ca_system_score_gemma":0.02397157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000887371,"about_ca_topic_score_gemma":0.001504522,"domain_scores_codex":[0.6023306,0.2888483,0.0357879,0.007307621,0.0607595,0.004966111],"domain_scores_gemma":[0.4242037,0.4010793,0.02900747,0.02364309,0.09759002,0.0244764],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001825364,0.0001464724,0.001109988,0.003850695,0.00005777309,0.002988833,0.1335269,0.0008168377,0.001984352,0.2461553,0.2566628,0.3525175],"study_design_scores_gemma":[0.00003479831,0.0001005326,0.0003402127,0.002974719,0.00001909618,0.002789065,0.02320314,0.0002952406,0.0007776172,0.08274192,0.8866355,0.00008819161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.00986163,0.04083926,0.122568,0.6447737,0.05049298,0.0008144703,0.00009879444,0.001579109,0.1289721],"genre_scores_gemma":[0.241825,0.03775064,0.4082437,0.137815,0.07176735,0.002283672,0.0002474501,0.00373953,0.09632754],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7815908,"threshold_uncertainty_score":0.9638407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09039761895523417,"score_gpt":0.4282169468071441,"score_spread":0.3378193278519099,"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."}}