{"id":"W4388014074","doi":"10.1177/10497323231198796","title":"Key Informants in Applied Qualitative Health Research","year":2023,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Occupational Cancer Research Centre; Cancer Care Ontario","funders":"Canada Research Chairs","keywords":"Key (lock); Qualitative research; Data collection; Sociology; Ethnography; Psychology; Engineering ethics; Computer science; Social science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3501676,0.001288941,0.001913903,0.004465522,0.00834376,0.009537254,0.003773212,0.006737605,0.008950923],"category_scores_gemma":[0.3040441,0.002067278,0.001285695,0.006767071,0.0288717,0.01148613,0.01560998,0.009225626,0.003044749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006980094,"about_ca_system_score_gemma":0.02001359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002642429,"about_ca_topic_score_gemma":0.00437626,"domain_scores_codex":[0.3703914,0.6005038,0.01184499,0.006355999,0.009378393,0.001525349],"domain_scores_gemma":[0.5398721,0.4096128,0.01273194,0.02189178,0.01298256,0.002908845],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002511033,0.0001191877,0.001525844,0.006268354,0.00007599232,0.0006563007,0.3066446,0.0008748368,0.001068241,0.5728942,0.01394504,0.0956763],"study_design_scores_gemma":[0.0002810232,0.0003397255,0.0008957596,0.0146143,0.00008679139,0.000909242,0.08951961,0.00190156,0.001878934,0.4511809,0.4382251,0.0001671917],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01455626,0.02171089,0.8027333,0.062622,0.006147038,0.020467,0.0006774861,0.0003511622,0.07073487],"genre_scores_gemma":[0.1186918,0.01211071,0.7820574,0.01395307,0.0009321148,0.06432015,0.0003694418,0.0002585177,0.007306802],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6498324,"threshold_uncertainty_score":0.8013591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9487897939688766,"score_gpt":0.8226552243888126,"score_spread":0.1261345695800641,"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."}}