{"id":"W4307054462","doi":"10.1093/pch/pxac100.040","title":"41 Content Analysis of the Recommendations from Project Echo Ontario Autism","year":2022,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Family and Disability Support Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital","funders":"","keywords":"Autism; Echo (communications protocol); Coding (social sciences); Health care; Best practice; Population; Medicine; Content analysis; Psychology; Family medicine; Medical education; Computer science; Psychiatry; Environmental health","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":[0.02595471,0.0004961017,0.0005581285,0.004876854,0.003003777,0.002199964,0.001835683,0.0009922392,0.002318242],"category_scores_gemma":[0.09921879,0.0004684852,0.0006888323,0.00488961,0.002610215,0.001707426,0.003342114,0.001103932,0.0004196541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02558422,"about_ca_system_score_gemma":0.0345426,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1375112,"about_ca_topic_score_gemma":0.1744549,"domain_scores_codex":[0.9679464,0.01588826,0.004154153,0.001764406,0.008784795,0.001461834],"domain_scores_gemma":[0.8976198,0.05068491,0.007351045,0.003492384,0.03866432,0.002187615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002367869,0.0002515152,0.1032205,0.005196377,0.0000891235,0.00116641,0.5892245,0.001173762,0.004127871,0.006261765,0.04262348,0.246428],"study_design_scores_gemma":[0.00007605158,0.0002862588,0.1942514,0.004414306,0.00009093993,0.0003986626,0.5627978,0.00330706,0.002074914,0.001883864,0.2302015,0.0002173464],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9169624,0.0008219492,0.01865952,0.008062473,0.0002701344,0.01381548,0.00945898,0.0003194487,0.0316296],"genre_scores_gemma":[0.8658705,0.001975187,0.08439539,0.00146902,0.00007787918,0.02595516,0.008017586,0.0002034373,0.01203588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8624888,"threshold_uncertainty_score":0.2734216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070558537149511,"score_gpt":0.3764628315217382,"score_spread":0.2694069778067871,"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."}}