{"id":"W4226494581","doi":"10.1002/jcpy.1300","title":"The case for qualitative research","year":2022,"lang":"en","type":"article","venue":"Journal of Consumer Psychology","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Qualitative research; Set (abstract data type); Consumer research; Process (computing); Psychology; Management science; Epistemology; Qualitative analysis; Sociology; Engineering ethics; Marketing; Computer science; Social science; Business; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5391089,0.001356179,0.003292513,0.005211721,0.01671997,0.03117416,0.008435163,0.02298372,0.0144463],"category_scores_gemma":[0.5122347,0.002109189,0.002701916,0.004492168,0.0857574,0.0578752,0.03125751,0.03639954,0.003100065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02191953,"about_ca_system_score_gemma":0.05030274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005723896,"about_ca_topic_score_gemma":0.003685413,"domain_scores_codex":[0.3086591,0.6291332,0.01075435,0.01286015,0.03065085,0.007942338],"domain_scores_gemma":[0.2185987,0.6580378,0.01386543,0.06162398,0.03088868,0.01698538],"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":[0.0001130223,0.0001037441,0.0008660834,0.002456598,0.00008111951,0.0003753211,0.06017864,0.0003457134,0.0002553733,0.8755084,0.03042996,0.02928604],"study_design_scores_gemma":[0.0001781204,0.0001139303,0.000299612,0.01239348,0.00004309437,0.0004456198,0.07006504,0.00098283,0.0002868043,0.6663216,0.2487693,0.0001005684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003635628,0.009994857,0.06605681,0.8740867,0.006143691,0.001175589,0.0001561092,0.0002149681,0.03853571],"genre_scores_gemma":[0.492636,0.01123865,0.1970588,0.2706632,0.004534299,0.01212437,0.0002870916,0.0005546935,0.01090293],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4608911,"threshold_uncertainty_score":0.5683609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2511235033861394,"score_gpt":0.5099098500403135,"score_spread":0.2587863466541742,"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."}}