{"id":"W4281556857","doi":"10.1016/j.jmir.2022.04.013","title":"Better Care Through Hypofractionation","year":2022,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Checklist; General partnership; Accreditation; Medicine; Action plan; Medical education; Family medicine; Medical emergency; Psychology; Business; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.000744545,0.0002609404,0.0002844428,0.0005250713,0.0004245451,0.0007622416,0.0004926189,0.0005591217,0.00632768],"category_scores_gemma":[0.002241364,0.0001157839,0.0005666818,0.00030316,0.0003230137,0.0007766437,0.0007687595,0.001299137,0.0004148785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009945314,"about_ca_system_score_gemma":0.001080201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002565167,"about_ca_topic_score_gemma":0.006608155,"domain_scores_codex":[0.9996029,0.0001604737,0.000024775,0.00004344932,0.00009873278,0.00006969691],"domain_scores_gemma":[0.9995089,0.0001484328,0.0001474569,0.00005070338,0.0000678342,0.00007667197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008200403,0.001074102,0.02431833,0.0009438341,0.0003805794,0.0005595219,0.0009836046,0.00800017,0.01533139,0.01322998,0.03332121,0.9010373],"study_design_scores_gemma":[0.001489512,0.00582465,0.3584337,0.002231188,0.00108986,0.01240306,0.001453674,0.009924504,0.0165372,0.05628003,0.5341268,0.0002059111],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4565465,0.154921,0.109249,0.1298081,0.00483698,0.0003105866,0.0006132399,0.00161662,0.142098],"genre_scores_gemma":[0.9327744,0.01814044,0.0248428,0.01115439,0.003504655,0.0001062259,0.0002267475,0.0002366061,0.00901367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00632768,"threshold_uncertainty_score":0.02116823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02270079261573951,"score_gpt":0.3511179273315623,"score_spread":0.3284171347158228,"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."}}