{"id":"W4412072965","doi":"10.36510/learnland.vi29.1148","title":"Autism Assessment Referral: A Mother’s Experience","year":2025,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Family and Disability Support Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Autism; Referral; Psychology; Psychiatry; Developmental psychology; Medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000362304,0.0001182865,0.0001662669,0.0001123139,0.0001864531,0.00005994043,0.0002390753,0.0001143889,0.006409867],"category_scores_gemma":[0.00009744959,0.0001020568,0.0000662809,0.0002665601,0.00006922294,0.00006582818,0.00008455183,0.0004537687,0.0003597205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003844798,"about_ca_system_score_gemma":0.00005972026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003986535,"about_ca_topic_score_gemma":0.00004763628,"domain_scores_codex":[0.9986195,0.0002491467,0.0001910889,0.0003718385,0.0001906135,0.0003778135],"domain_scores_gemma":[0.9993094,0.0002215675,0.00003556767,0.0003419592,0.0000242362,0.00006733185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007573648,0.0002155761,0.9092693,0.00003429644,0.00006745529,0.00002869487,0.006696261,0.00008711468,0.0007868051,0.04939653,0.0115648,0.02177738],"study_design_scores_gemma":[0.0005751902,0.0001143816,0.7656853,0.00003494018,0.000009205812,0.000005068073,0.01118815,0.0005534216,0.00005468199,0.001134588,0.2204911,0.0001539421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.634917,0.0001998208,0.0008252035,0.001304731,0.0003308916,0.0001212661,0.000001131464,0.000171438,0.3621285],"genre_scores_gemma":[0.9429003,0.000007136271,0.0002491288,0.0003392446,0.0000309283,0.0001101162,0.00001184053,0.0000112886,0.05634001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3079833,"threshold_uncertainty_score":0.9944984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0376584473685662,"score_gpt":0.4036756888527766,"score_spread":0.3660172414842104,"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."}}