{"id":"W4417420315","doi":"10.64753/jcasc.v10i4.3350","title":"Methodological Opportunism in Management: The Use of the Case Study Method to Develop a New Construct Called IODD","year":2025,"lang":"","type":"article","venue":"Journal of Cultural Analysis and Social Change","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Positivism; Opposition (politics); Constructivism (international relations); Vision; Metatheory; Objectivity (philosophy); Construct (python library); Strict constructionism","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":[0.00268582,0.0003032666,0.00108844,0.0006786098,0.0008466923,0.0004892139,0.0004562247,0.00009274422,0.0001906545],"category_scores_gemma":[0.0004494956,0.0001524058,0.0004225014,0.00697655,0.0001319555,0.0006178626,0.001125743,0.00031423,0.000001120883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006485644,"about_ca_system_score_gemma":0.00004045409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004227427,"about_ca_topic_score_gemma":0.00636783,"domain_scores_codex":[0.9971583,0.0005798551,0.001202676,0.0002850909,0.0005022036,0.0002718879],"domain_scores_gemma":[0.997415,0.0003186526,0.001142938,0.0001452553,0.0009485056,0.00002966013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007451643,0.001267791,0.5364028,0.001196687,0.041174,0.002479199,0.08589658,0.000460502,0.00003991445,0.07897637,0.0330342,0.2183268],"study_design_scores_gemma":[0.002647107,0.00007280812,0.7072684,0.0002144654,0.02335125,0.00003638807,0.2039352,0.0007670614,0.000005113474,0.002290722,0.05889448,0.0005170952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338824,0.001645991,0.01227116,0.04866534,0.0007058064,0.002053527,0.00001122197,0.0000115302,0.0007529816],"genre_scores_gemma":[0.9886235,0.0004386649,0.004477418,0.003480722,0.0005862387,0.00001287401,0.000003528015,0.000009737953,0.002367304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2178097,"threshold_uncertainty_score":0.6512159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3583009275234774,"score_gpt":0.3859896180467863,"score_spread":0.02768869052330891,"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."}}