{"id":"W4361277017","doi":"10.3389/fresc.2023.1096314","title":"Summative content analysis of the recommendations from Project ECHO Ontario Autism","year":2023,"lang":"en","type":"article","venue":"Frontiers in Rehabilitation Sciences","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Holland Bloorview Kids Rehabilitation Hospital; Queen's University","funders":"","keywords":"Autism; Echo (communications protocol); Summative assessment; Coaching; Health care; Medicine; Categorization; Content analysis; Medical education; Psychology; Coding (social sciences); Nursing; Family medicine; Psychiatry; Formative assessment; Computer science; Pedagogy; Artificial intelligence","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":[0.05256526,0.001255626,0.0009055587,0.005284115,0.005333093,0.002559092,0.002672246,0.001489172,0.002611894],"category_scores_gemma":[0.1769447,0.0005970562,0.0008719088,0.003516414,0.003642848,0.002697662,0.007952404,0.002107144,0.0006034361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01356115,"about_ca_system_score_gemma":0.01720391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02179597,"about_ca_topic_score_gemma":0.04778967,"domain_scores_codex":[0.9452128,0.03426985,0.003909588,0.003277045,0.01092601,0.002404629],"domain_scores_gemma":[0.7779396,0.1433349,0.01008928,0.009333096,0.05599771,0.003305467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004088165,0.0005684845,0.02178515,0.0027265,0.00006464303,0.001213919,0.7232632,0.001383297,0.007003768,0.002633748,0.01965962,0.2192888],"study_design_scores_gemma":[0.0001978259,0.0011156,0.05511106,0.004096507,0.0001604119,0.0005574716,0.7024165,0.008529306,0.0148442,0.007801237,0.2046873,0.000482555],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9044969,0.0004683557,0.04708961,0.005496055,0.0004311307,0.01716902,0.003659698,0.0006063983,0.02058292],"genre_scores_gemma":[0.717646,0.001138821,0.209026,0.002020699,0.0001829468,0.05297316,0.004606102,0.0004619446,0.0119443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05256526,"threshold_uncertainty_score":0.277995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.123575755337114,"score_gpt":0.3685647119170751,"score_spread":0.2449889565799611,"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."}}