{"id":"W4400444293","doi":"10.5465/amproc.2024.19067abstract","title":"Dynamic Theorizing: Qualitative Research with Archival Data","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Qualitative research; Data science; Sociology; Computer science; Anthropology","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":[0.008928566,0.0001051143,0.0001639638,0.0004469881,0.0004122115,0.0002916463,0.001541808,0.00003355015,0.00004773022],"category_scores_gemma":[0.0001491719,0.00008279792,0.00003681564,0.001189521,0.0007173001,0.00110192,0.0008682962,0.0004204451,0.00004140352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000443952,"about_ca_system_score_gemma":0.00003433818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001024875,"about_ca_topic_score_gemma":0.00001772531,"domain_scores_codex":[0.9974519,0.0001348862,0.0002379233,0.0005687453,0.001161043,0.0004455119],"domain_scores_gemma":[0.9992904,0.0003866591,0.00006290384,0.0001304749,0.00004286466,0.00008666236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001677756,0.00002451221,0.0000494391,0.0002648682,0.0001930964,0.000002879995,0.03642229,5.800245e-7,0.00009800887,0.9075049,0.01138657,0.04403608],"study_design_scores_gemma":[0.0001742174,0.00007645959,0.00133111,0.0009451564,0.0001837054,8.476811e-7,0.1945399,0.002604902,0.00005151859,0.1871213,0.6126813,0.0002894958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1297766,0.0006389976,0.001848265,0.03399421,0.0000777645,0.0009087335,0.00008757475,0.0002936697,0.8323742],"genre_scores_gemma":[0.9871903,0.0009458049,0.004897912,0.00007598406,0.00009149624,0.00001959308,0.00002316479,0.00001786852,0.006737848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8574137,"threshold_uncertainty_score":0.3376401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1966157577890174,"score_gpt":0.5128755199574302,"score_spread":0.3162597621684128,"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."}}