{"id":"W2969809032","doi":"10.2196/14819","title":"Postinjury Complications: Retrospective Study of Causative Factors","year":2019,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrospective cohort study; Medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005368527,0.0002191492,0.0004967705,0.0001935736,0.0001394875,0.000006601059,0.0001146687,0.00006249555,0.0005476539],"category_scores_gemma":[0.00004478134,0.0001669092,0.0001274998,0.0002817276,0.00008231932,0.00007728305,0.00006300408,0.0002069374,0.00004967402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303181,"about_ca_system_score_gemma":0.00002589897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004570734,"about_ca_topic_score_gemma":0.0001614181,"domain_scores_codex":[0.9986614,0.0000388259,0.0003548051,0.0003433175,0.000388832,0.0002128108],"domain_scores_gemma":[0.9989534,0.00004459973,0.0001632713,0.0004423443,0.0003117223,0.00008464382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002652394,0.0006931722,0.9695675,0.00003769036,0.0002431823,0.000001187199,0.02380926,4.949941e-7,0.004604827,0.0003491637,0.0006220953,0.000044847],"study_design_scores_gemma":[0.0008381585,0.001943789,0.9625526,0.00003631374,0.00007261072,5.254745e-7,0.03315214,3.579456e-7,0.0009194488,0.00007356472,0.0002598827,0.0001506006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801803,0.00003647983,9.107249e-7,0.00003026124,0.0002042198,0.001494482,0.00004708811,0.00009089013,0.01791542],"genre_scores_gemma":[0.9989364,0.000002940277,0.000006198912,0.00001692993,0.00003495589,0.00004044482,0.00005431453,0.0000248859,0.0008829976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01875609,"threshold_uncertainty_score":0.680636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04717929406169231,"score_gpt":0.3559040845211709,"score_spread":0.3087247904594786,"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."}}