{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01363591,0.0001313133,0.0002554239,0.0009603922,0.0006646888,0.0001201526,0.0005292979,0.00035848,0.01041284],"category_scores_gemma":[0.04435939,0.0001015592,0.00005102273,0.006929499,0.003607068,0.0002840181,0.0001837649,0.001014334,0.0007079166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009531285,"about_ca_system_score_gemma":0.003230739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000441359,"about_ca_topic_score_gemma":0.00006644295,"domain_scores_codex":[0.9928408,0.0001068301,0.000772105,0.000684813,0.004910063,0.0006853371],"domain_scores_gemma":[0.9981698,0.0007143628,0.000103156,0.0003181266,0.0001597553,0.0005348069],"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":[0.000007367926,0.0003292568,0.06297569,0.0001047546,0.00001376041,0.0004708543,0.001808148,0.000004563012,0.001741393,0.04748021,0.8013045,0.08375956],"study_design_scores_gemma":[0.005976944,0.0005877171,0.3079702,0.004611722,0.00008329152,0.00262405,0.01041183,0.1760991,0.002266048,0.06794997,0.419996,0.001423126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7713553,0.00005760633,0.00004043027,0.2204732,0.002120655,0.0002346278,0.000001628591,0.0001702564,0.00554633],"genre_scores_gemma":[0.9902377,0.00005579978,0.0007042775,0.006815289,0.0004295949,0.00005533126,0.00004908675,0.000008752553,0.001644164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3813085,"threshold_uncertainty_score":0.9991046,"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."}}