{"id":"W3186334310","doi":"10.1177/15586898211028107","title":"<i>Media Review: 30 Essential Skills for the Qualitative Researcher</i> (2nd ed.)","year":2021,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Alberta","funders":"","keywords":"Qualitative research; Sociology; Psychology; Mathematics education; Social 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":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3424508,0.0001395909,0.00064004,0.0004567802,0.0005640331,0.0004298051,0.001653174,0.0001009424,0.006840393],"category_scores_gemma":[0.2231059,0.00007462606,0.0004788828,0.002218686,0.0004324939,0.0004563895,0.0003922613,0.001337667,0.0001487774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001558954,"about_ca_system_score_gemma":0.00298955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001076022,"about_ca_topic_score_gemma":0.00002891289,"domain_scores_codex":[0.9536517,0.03397127,0.001973578,0.0004294294,0.009276402,0.0006976144],"domain_scores_gemma":[0.7767417,0.195802,0.0009980536,0.00128533,0.02467563,0.0004972893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001429839,0.0001563486,0.00002692085,0.00008295831,0.00009506134,0.00001685714,0.004244232,0.00002423477,0.004365292,0.001069287,0.4935927,0.4961831],"study_design_scores_gemma":[0.001079997,0.0003966046,0.0009147539,0.0004863136,0.00005056293,0.00006029916,0.02932635,0.0006183225,0.02865326,0.04685593,0.8914238,0.0001338463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007291417,0.1130247,0.756183,0.1110391,0.003724464,0.001550806,0.00007076113,0.000009489874,0.007106279],"genre_scores_gemma":[0.009656492,0.1452983,0.8111027,0.002699211,0.003466074,0.0002152509,0.0000149598,0.00007040035,0.02747662],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4960493,"threshold_uncertainty_score":0.9940675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6305080071023029,"score_gpt":0.7522564133901127,"score_spread":0.1217484062878098,"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."}}