{"id":"W3096345620","doi":"10.2196/19679","title":"Analysis of Health Insurance Big Data for Early Detection of Disabilities: Algorithm Development and Validation","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohort; Medical diagnosis; Medicine; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01234899,0.001441837,0.00137519,0.004282844,0.0007595026,0.001846619,0.001626189,0.001599871,0.000844861],"category_scores_gemma":[0.02926157,0.0004931547,0.001701975,0.001915592,0.0004768565,0.001571146,0.001371704,0.00189271,0.0003920818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140196,"about_ca_system_score_gemma":0.002382704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01122921,"about_ca_topic_score_gemma":0.008435965,"domain_scores_codex":[0.9968027,0.001729215,0.0003275457,0.0005463822,0.0004128214,0.0001814397],"domain_scores_gemma":[0.9826269,0.01347119,0.0009896976,0.0008949328,0.001638938,0.0003784236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001259367,0.001741281,0.4035837,0.0006047735,0.001941569,0.0003880139,0.0002736614,0.2282668,0.00187913,0.002613384,0.01234676,0.3451016],"study_design_scores_gemma":[0.00004472323,0.00008434209,0.009633675,0.00005106068,0.0000581706,0.00005601349,0.00007300117,0.9871176,0.0004746304,0.001966442,0.0004287695,0.00001156081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5017853,0.004310427,0.4725946,0.004860182,0.0004761782,0.001565628,0.008444748,0.004121755,0.001841104],"genre_scores_gemma":[0.7310303,0.0006664532,0.2587257,0.0003687189,0.0001415749,0.0006521209,0.008000707,0.00005563994,0.0003586984],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01234899,"threshold_uncertainty_score":0.06530851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06559342480790116,"score_gpt":0.3303356158593474,"score_spread":0.2647421910514463,"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."}}