{"id":"W34344171","doi":"","title":"Transformational Outcomes and Effective Life Management Strategies in Parents of Children with Autism.","year":2004,"lang":"en","type":"article","venue":"Exceptionality education Canada","topic":"Family and Disability Support Research","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Autism; Transformational leadership; Psychology; Developmental psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001807051,0.00009076566,0.0001253814,0.00007595406,0.00004764905,0.00001411111,0.00007854657,0.00003334166,0.0006556393],"category_scores_gemma":[0.00001149524,0.00008096961,0.00001817386,0.0001520573,0.000113023,0.0001434816,0.000009898195,0.00008976895,0.000004803615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323412,"about_ca_system_score_gemma":0.001728364,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5478309,"about_ca_topic_score_gemma":0.4730146,"domain_scores_codex":[0.9990272,0.00007395225,0.0002257537,0.0001881131,0.0003371051,0.0001478838],"domain_scores_gemma":[0.9996176,0.00005877244,0.00004702631,0.0001383866,0.00004568848,0.00009250781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004884307,0.0004203637,0.9414943,0.00005153792,0.0000868448,5.571959e-7,0.001345544,0.000180508,0.000001442471,0.05267277,0.0005491314,0.003148169],"study_design_scores_gemma":[0.0008019436,0.00003258861,0.9847025,0.00001823704,0.000007992725,0.000004084745,0.01052762,4.04119e-7,0.000004123669,0.00370558,0.0001142542,0.00008066748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917175,0.00004921423,0.0001273429,0.002391916,0.0001411736,0.0005430352,0.00008622424,0.000006622175,0.004936966],"genre_scores_gemma":[0.9989856,0.000002917098,0.0001513881,0.0003057747,0.00001782019,0.0001999227,0.0002288028,0.00000444404,0.000103266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07481629,"threshold_uncertainty_score":0.7178791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01295077827616694,"score_gpt":0.3201389178736854,"score_spread":0.3071881395975185,"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."}}