{"id":"W4286634763","doi":"10.36834/cmej.75249","title":"Takotsubo Cardiomyopathy","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Takotsubo Cardiomyopathy and Associated Phenomena","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cardiomyopathy; Computer science; Cardiology; Medicine; Heart failure","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001192241,0.0001254298,0.0002624142,0.00045401,0.0007909627,0.00004564881,0.0002345104,0.00008957908,0.06892291],"category_scores_gemma":[0.003029055,0.0001264638,0.0002088047,0.0005122543,0.00006105527,0.00006889318,0.00003367114,0.001461461,0.00009243284],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490011,"about_ca_system_score_gemma":0.07595292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003542584,"about_ca_topic_score_gemma":0.0007175363,"domain_scores_codex":[0.9976746,0.000201485,0.0003217615,0.0001892125,0.001147887,0.0004649966],"domain_scores_gemma":[0.9900391,0.00002543979,0.0001026223,0.0002117291,0.0002082136,0.009412969],"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":[0.00004947293,0.0002945936,0.01218222,0.00002122753,0.0001986087,0.001351379,0.002745881,0.00002317276,0.00003576594,0.002706927,0.8160295,0.1643612],"study_design_scores_gemma":[0.0007691513,0.0001403338,0.01413237,0.00003343801,0.00007343567,0.01140959,0.002208523,0.0000376325,0.000004706611,0.0005181221,0.9705197,0.0001529525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6266307,0.006440339,0.00007124744,0.1816263,0.01453307,0.0006192478,0.0000829966,0.0001104403,0.1698857],"genre_scores_gemma":[0.9412098,0.00006288086,0.0001117898,0.0531353,0.002182493,0.00005321998,0.00005022474,0.00002710638,0.00316719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3145791,"threshold_uncertainty_score":0.9319282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007844266637661473,"score_gpt":0.2518078305200549,"score_spread":0.2439635638823934,"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."}}