{"id":"W3195020632","doi":"10.1071/hc21026","title":"Health practitioner experience of Health and Disability Commissioner investigations","year":2021,"lang":"en","type":"article","venue":"Journal of Primary Health Care","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"Royal New Zealand College of General Practitioners","keywords":"Complaint; Thematic analysis; Health care; Nursing; Reputation; Qualitative research; Psychology; Medicine; Public relations; Sociology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.003939292,0.0001648556,0.001090927,0.00008042877,0.0009830295,0.00001096473,0.0001619813,0.0001352773,0.000418189],"category_scores_gemma":[0.004925329,0.0001328573,0.0001068876,0.0003695364,0.0003497539,0.0004873594,0.0001403361,0.001322349,0.000005998589],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001218425,"about_ca_system_score_gemma":0.01627381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00112198,"about_ca_topic_score_gemma":0.0002632612,"domain_scores_codex":[0.9915863,0.004299176,0.002569401,0.0002711705,0.000758765,0.0005151955],"domain_scores_gemma":[0.992381,0.001792947,0.003031623,0.0004570826,0.0009920049,0.001345349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002879522,0.001219634,0.3862863,0.02431587,0.00007592954,0.00001984614,0.2859359,0.000009126856,0.0001209522,0.003534688,0.2282028,0.069991],"study_design_scores_gemma":[0.001569187,0.001105423,0.1534694,0.002861467,0.00001705071,0.00007478199,0.1888316,0.000006548094,0.00002439654,0.0008439742,0.6510194,0.0001767859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2581014,0.04140552,0.0006598993,0.6966125,0.001232098,0.0007965325,0.00007147027,0.00002894149,0.001091606],"genre_scores_gemma":[0.8278564,0.01097014,0.02768517,0.1320689,0.0008343931,0.00004165763,0.0001521012,0.00004220271,0.0003489752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.569755,"threshold_uncertainty_score":0.989303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08101413215535183,"score_gpt":0.4673011219161862,"score_spread":0.3862869897608343,"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."}}