{"id":"W4403243008","doi":"10.21467/proceedings.168.9","title":"‘Artistic Memoing’ as a technique in Constructivist Grounded Theory","year":2024,"lang":"en","type":"article","venue":"AIJR Proceedings","topic":"Qualitative Research Methods and Applications","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Constructivist grounded theory; Grounded theory; Computer science; Constructivist teaching methods; Epistemology; Constructivism (international relations); Psychology; Mathematics education; Sociology; Philosophy; Qualitative research; Social science; Political science; Teaching method","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004676016,0.00008175354,0.0001166002,0.0001594817,0.0002639282,0.0002665255,0.0001946022,0.00007051323,0.000211497],"category_scores_gemma":[0.001650848,0.00007558618,0.0000408637,0.0009224052,0.0006809172,0.0002895567,0.00004186706,0.0002571804,0.0001101265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001690028,"about_ca_system_score_gemma":0.0002693279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008113193,"about_ca_topic_score_gemma":0.00007310245,"domain_scores_codex":[0.9988001,0.0001459329,0.0001614377,0.0002752927,0.0003040534,0.000313161],"domain_scores_gemma":[0.9989675,0.0007387137,0.00002790652,0.00005027669,0.0001139996,0.0001016259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005269998,0.00001683969,0.0001105134,0.00004777745,0.000006459035,0.000004052648,0.01297731,1.364073e-8,0.004434332,0.9559873,0.0005025518,0.02590761],"study_design_scores_gemma":[0.00005213232,0.00003005298,0.0002230758,0.000123168,0.000004889055,0.000005260524,0.01465314,0.00002884187,0.001293234,0.9076464,0.07583168,0.000108156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06411806,0.0006254964,0.05954386,0.008545193,0.0001289551,0.001549741,0.00001022635,0.0005520385,0.8649264],"genre_scores_gemma":[0.9819261,0.00007537437,0.01425112,0.00008936617,0.0001237562,0.0004852618,8.440273e-7,0.00001423154,0.00303388],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9178081,"threshold_uncertainty_score":0.3082315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894604897502421,"score_gpt":0.4917032152179064,"score_spread":0.4427571662428822,"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."}}