{"id":"W4288061342","doi":"10.1177/10778004221095053","title":"Creating Openings for Co-Theorizing","year":2022,"lang":"en","type":"article","venue":"Qualitative Inquiry","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Conversation; Sociology; Epistemology; Autoethnography; Aesthetics; Media studies; Philosophy; Social science; Communication","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009526093,0.00007744867,0.00012287,0.0001071165,0.003532231,0.000104451,0.0002325537,0.0000262398,0.002639501],"category_scores_gemma":[0.005514185,0.00008712863,0.00005054559,0.0004448763,0.0003659115,0.0003705034,0.00004332896,0.0002554322,0.00004309477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001936308,"about_ca_system_score_gemma":0.0003114349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004612152,"about_ca_topic_score_gemma":0.00001379754,"domain_scores_codex":[0.9960768,0.002858219,0.0002217899,0.0002146518,0.00036442,0.0002641155],"domain_scores_gemma":[0.9949309,0.004395112,0.0003021378,0.00008565863,0.0002368394,0.00004939025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002615008,0.0000185815,0.0001265578,0.000004393014,0.00001183171,2.488323e-7,0.5834264,0.000005545616,0.0001774082,0.4054725,0.009349245,0.001381256],"study_design_scores_gemma":[0.0001142176,0.00006167081,0.00004394472,0.000003401527,0.000003156521,1.923095e-7,0.5330819,0.000005600754,0.00007204869,0.005150563,0.4613885,0.00007470161],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5218281,0.0002030604,0.02066601,0.02593717,0.004060725,0.001357046,0.00005267412,0.0003046076,0.4255906],"genre_scores_gemma":[0.970628,0.00000246493,0.006700055,0.001930072,0.0007259057,0.0004199498,0.00003978577,0.00001832319,0.01953543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4520393,"threshold_uncertainty_score":0.9982722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3560603865148544,"score_gpt":0.585987828920053,"score_spread":0.2299274424051986,"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."}}