{"id":"W4406940530","doi":"10.1097/acm.0000000000005927","title":"Reporting on Innovations in Academic Medicine","year":2025,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"TD Bank Group","funders":"","keywords":"Academic medicine; MEDLINE; Medical education; Medicine; Family medicine; Political science","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":[0.220466,0.001780369,0.003543838,0.01469401,0.005088645,0.02654771,0.008564827,0.02178018,0.03102469],"category_scores_gemma":[0.7280659,0.00146503,0.003699237,0.01318688,0.008486002,0.0149297,0.01609305,0.01939346,0.01563457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009372871,"about_ca_system_score_gemma":0.02524901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001722406,"about_ca_topic_score_gemma":0.001047854,"domain_scores_codex":[0.6000308,0.1640925,0.1119202,0.01206557,0.1030182,0.008872612],"domain_scores_gemma":[0.1519473,0.3749244,0.1414453,0.04919638,0.2625821,0.01990458],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001261773,0.00004441525,0.001101795,0.003259157,0.0001070295,0.0001331682,0.0007995146,0.0001284996,0.0001465465,0.01299373,0.9194221,0.06173778],"study_design_scores_gemma":[0.00005908376,0.0001034852,0.001134616,0.007504119,0.00007685352,0.0001299454,0.0006624007,0.000532177,0.000416562,0.005580817,0.9837107,0.00008922258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0007808072,0.01014541,0.004969576,0.3725331,0.5906461,0.0009371653,0.001169177,0.0005615454,0.01825713],"genre_scores_gemma":[0.02512322,0.03015884,0.01724812,0.2370552,0.666074,0.003142125,0.002005038,0.0005394054,0.01865402],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.779534,"threshold_uncertainty_score":0.9613041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1401198472905695,"score_gpt":0.3826372108239892,"score_spread":0.2425173635334197,"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."}}