{"id":"W2017994899","doi":"10.1177/1468794105056924","title":"Fifty years of the critical incident technique: 1954-2004 and beyond","year":2005,"lang":"en","type":"article","venue":"Qualitative Research","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":1012,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Qualitative research; Sociology; Focus group; Epistemology; Social science; Anthropology; Philosophy","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":[0.005101479,0.00009225658,0.0001727301,0.0001529723,0.0001358673,0.00002381389,0.0003034628,0.0001277744,0.0003038463],"category_scores_gemma":[0.0008446768,0.00007432419,0.00006470734,0.0003927045,0.001184936,0.00005923192,0.0001064067,0.0005842416,0.00006438701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008561589,"about_ca_system_score_gemma":0.00008560126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002934441,"about_ca_topic_score_gemma":0.0001012014,"domain_scores_codex":[0.9964421,0.001994471,0.0002777145,0.0002740442,0.0006193579,0.0003922991],"domain_scores_gemma":[0.9961151,0.002987453,0.00004470654,0.0004067649,0.0003609517,0.00008499025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002475467,0.0004300302,0.001209769,0.00005845459,0.00008355323,0.0000112675,0.7306926,0.000002976762,0.004293557,0.2135875,0.01496226,0.03442055],"study_design_scores_gemma":[0.002232407,0.001492315,0.1043096,0.0002042522,0.00003669907,0.00004701482,0.5771782,0.0001928038,0.0004074315,0.2163549,0.09686903,0.000675263],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851871,0.002190987,0.002333557,0.002850364,0.0001436993,0.0005349488,0.00006044269,0.00002575269,0.006673147],"genre_scores_gemma":[0.9956402,0.0001485951,0.001917896,0.0002309364,0.00009846678,0.00009235403,0.000002210106,0.00001988905,0.001849455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1535143,"threshold_uncertainty_score":0.4365947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238096831614969,"score_gpt":0.5506791787967483,"score_spread":0.4268694956352515,"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."}}