{"id":"W4413366172","doi":"10.5334/ijic.nacic24035","title":"Characterizing Project ECHO Autism Case Recommendations and Implementation","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autism; Echo (communications protocol); Telehealth; Computer science; Process management; Psychology; Business; Telemedicine; Health care; Political science; Computer security; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.05936122,0.0006686434,0.0003478755,0.002299458,0.007611101,0.00394474,0.005219046,0.002822177,0.008551499],"category_scores_gemma":[0.1223764,0.0009345062,0.0007750183,0.001303889,0.003404466,0.003147828,0.01112393,0.00276763,0.001628195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02886744,"about_ca_system_score_gemma":0.1029201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09504629,"about_ca_topic_score_gemma":0.1512691,"domain_scores_codex":[0.9522164,0.02457809,0.003346064,0.003629196,0.01064901,0.005581277],"domain_scores_gemma":[0.9129243,0.02362922,0.006464817,0.007224773,0.03902157,0.0107354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005221663,0.004280814,0.08474891,0.002463759,0.00007526394,0.005445941,0.2566043,0.002655358,0.003959537,0.01454332,0.08476958,0.5399312],"study_design_scores_gemma":[0.0004648079,0.003171497,0.1247669,0.004180077,0.0001349907,0.002055726,0.368037,0.005584715,0.00808515,0.007755829,0.4754235,0.0003398637],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.730018,0.0006946424,0.04628218,0.03627009,0.0007302632,0.05776718,0.003104328,0.002389284,0.1227441],"genre_scores_gemma":[0.7210039,0.0009067996,0.1789006,0.00464229,0.0001379212,0.05816872,0.002447747,0.0002769669,0.03351496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09504629,"threshold_uncertainty_score":0.3139359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317142043100645,"score_gpt":0.4003194941512532,"score_spread":0.3671480737202467,"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."}}