{"id":"W4385010933","doi":"10.2139/ssrn.4505839","title":"Developmental Health of Canadian Kindergarten Children with Teacher-Reported Asthma between 2010 and 2015: A Population-Level Cross-Sectional Study","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; McMaster University","funders":"","keywords":"Cross-sectional study; Asthma; Psychology; Population; Medicine; Developmental psychology; Environmental health; Demography; Pediatrics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009714271,0.001064486,0.0009336959,0.002907867,0.003354486,0.002115504,0.002619614,0.00157495,0.002168041],"category_scores_gemma":[0.002291951,0.001137511,0.001708333,0.008174496,0.0009202658,0.0009523306,0.001618598,0.00187805,0.0006146029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0315545,"about_ca_system_score_gemma":0.02701175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.991008,"about_ca_topic_score_gemma":0.9939687,"domain_scores_codex":[0.9981273,0.00007816403,0.0001349814,0.0003303073,0.0006125525,0.0007167562],"domain_scores_gemma":[0.9975622,0.00006658777,0.0004916024,0.00008914747,0.001237953,0.0005525817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005452157,0.00006565183,0.995985,0.00004216622,0.0001033647,0.00007558699,0.000669377,0.00006210392,0.00009706312,0.00004097196,0.001571617,0.001232507],"study_design_scores_gemma":[0.000002645169,0.0000135448,0.9986619,0.00001941439,0.00002111756,0.0000246222,0.0007840862,0.00003510202,0.000014255,0.000004577252,0.0004112118,0.000007616057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702739,0.001261628,0.0001210793,0.0004984007,0.00005488664,0.0001185756,0.02499763,0.00003508128,0.002638733],"genre_scores_gemma":[0.9867666,0.001191573,0.0002084777,0.0002086665,0.00001630123,0.0001035655,0.01015662,0.00001218356,0.001335841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0315545,"threshold_uncertainty_score":0.228945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04931402726661178,"score_gpt":0.330270521847765,"score_spread":0.2809564945811532,"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."}}