{"id":"W4413401307","doi":"10.1007/s10578-025-01894-4","title":"Influential Factors on Participation in Mental Health Research:Directing Future Research Methods","year":2025,"lang":"en","type":"article","venue":"Child Psychiatry & Human Development","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto; Hospital for Sick Children; Queen's University","funders":"","keywords":"Psychology; Mental health; Social psychology; Psychotherapist","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01399221,0.0002886745,0.0004444006,0.0016045,0.00736768,0.00003743124,0.0004243984,0.0003846208,0.0003328822],"category_scores_gemma":[0.0003028541,0.0002654068,0.00007084543,0.001975117,0.00009695536,0.0001079531,0.0003175282,0.004424906,0.0001557102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890134,"about_ca_system_score_gemma":0.003826068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004785234,"about_ca_topic_score_gemma":0.004847116,"domain_scores_codex":[0.9875961,0.007303502,0.001448115,0.0007760597,0.00101325,0.001862987],"domain_scores_gemma":[0.9979583,0.000625493,0.0002294387,0.0004990274,0.0003116404,0.0003761173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001628709,0.0005040706,0.7903295,0.00089721,0.00003801923,0.000001089843,0.05335696,0.000002293578,0.000006243624,0.01270333,0.1107225,0.03127585],"study_design_scores_gemma":[0.001260336,0.0001187755,0.7255464,0.001458535,0.000002454462,1.570632e-7,0.01791333,0.000003429043,0.00003073132,0.0008756818,0.2526024,0.0001877835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346748,0.001666511,0.00004045493,0.03268228,0.007057432,0.003000941,0.000008154394,0.0001510561,0.02071839],"genre_scores_gemma":[0.9855375,0.0002928511,0.004353958,0.003254924,0.002720317,0.0004163411,0.000229494,0.00006292192,0.003131715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1418799,"threshold_uncertainty_score":0.9999798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3564635824465337,"score_gpt":0.6528025265839895,"score_spread":0.2963389441374558,"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."}}