{"id":"W3178416599","doi":"10.1503/cmaj.210457","title":"How are we going to do this?","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Computer science; Data science; World Wide Web; Internet privacy; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00740965,0.0008257653,0.001000295,0.00105533,0.01084157,0.007939819,0.001793574,0.009742961,0.03447467],"category_scores_gemma":[0.05179642,0.0004459411,0.001108346,0.0006978635,0.009016184,0.01042355,0.004024655,0.0183851,0.02055474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006198598,"about_ca_system_score_gemma":0.02547298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03923537,"about_ca_topic_score_gemma":0.05634456,"domain_scores_codex":[0.9915512,0.002948339,0.000355749,0.0006218388,0.002431085,0.002091767],"domain_scores_gemma":[0.9656128,0.003345501,0.001794009,0.0005940449,0.008141792,0.02051182],"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":[0.00004841399,0.0003062363,0.007837649,0.000670452,0.00006365185,0.001126369,0.01024315,0.00008273424,0.0004385111,0.01171721,0.8494637,0.1180019],"study_design_scores_gemma":[0.00003740541,0.0001435757,0.004957548,0.003542665,0.00005818745,0.00226707,0.04276701,0.00006920681,0.0002259842,0.01577841,0.9300193,0.0001335877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002609355,0.01270697,0.001229671,0.9438391,0.01599317,0.00005293931,0.0001325625,0.0001350119,0.0233012],"genre_scores_gemma":[0.07323246,0.05461038,0.007931164,0.7978261,0.009201352,0.0002726222,0.0005723878,0.000445723,0.05590792],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03923537,"threshold_uncertainty_score":0.1153293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05428968896434424,"score_gpt":0.3425797122794349,"score_spread":0.2882900233150907,"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."}}