{"id":"W4392560528","doi":"10.2196/52427","title":"Developing a Novel Web-Based Self-Management Support Intervention for Polycystic Ovary Syndrome: Mixed Methods Study With Patients and Health Care Professionals","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Ovarian function and disorders","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Coventry University","keywords":"Polycystic ovary; Psychological intervention; Self-management; Medicine; Intervention (counseling); Mental health; Quality of life (healthcare); Health care; Nursing; Psychology; Psychiatry; Obesity","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":[0.002153898,0.000150579,0.0002583889,0.000682899,0.0002858146,0.00007104982,0.00006958906,0.00004799348,0.00003870096],"category_scores_gemma":[0.00003790643,0.000106742,0.00005960881,0.0006815479,0.00005049114,0.0001922247,0.0001120201,0.0002899362,0.00001466017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004591312,"about_ca_system_score_gemma":0.0006813067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001236481,"about_ca_topic_score_gemma":0.00001118088,"domain_scores_codex":[0.9979849,0.0003160128,0.0003552938,0.0003229811,0.0006331856,0.0003875605],"domain_scores_gemma":[0.9990471,0.0001979229,0.00006127216,0.0001546369,0.0003835759,0.0001554632],"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":[0.01585055,0.02279571,0.0279677,0.09090918,0.005125634,0.0001835147,0.17101,0.000007965795,0.00003548989,0.008235598,0.1142724,0.5436063],"study_design_scores_gemma":[0.04434313,0.03922627,0.6088767,0.006168428,0.0002248747,0.00006493057,0.2601721,0.00871043,0.0001287668,0.0001835437,0.03126208,0.0006387337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7142138,0.0008987729,0.2493913,0.007529758,0.0009863101,0.02412402,0.0001385978,0.0004958782,0.002221517],"genre_scores_gemma":[0.9743239,0.000004319779,0.02300248,0.000269217,0.00001204439,0.001785642,0.0002158343,0.00002939726,0.0003572216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.580909,"threshold_uncertainty_score":0.4352814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07163569066601742,"score_gpt":0.4853830034910246,"score_spread":0.4137473128250072,"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."}}