{"id":"W4416768292","doi":"10.26522/brocked.v34i2.1164","title":"Experimenting with Digital Pedagogical Inquiry Research:","year":2025,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership; Toronto Metropolitan University","funders":"","keywords":"Situated; Documentation; Scholarship; Generative grammar; Imperfect; Digital scholarship","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[],"category_scores_codex":[0.2037773,0.0008710764,0.0009708955,0.0023907,0.01464782,0.02171949,0.004186305,0.004900202,0.008697165],"category_scores_gemma":[0.2199788,0.001230345,0.0006970908,0.002524715,0.04242215,0.02508491,0.022985,0.008705202,0.00201992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004668111,"about_ca_system_score_gemma":0.00858374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008634618,"about_ca_topic_score_gemma":0.001622404,"domain_scores_codex":[0.7128027,0.2654498,0.003337635,0.00810178,0.00607276,0.004235376],"domain_scores_gemma":[0.5767995,0.3614256,0.00805309,0.03634583,0.009731954,0.00764412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001953211,0.0006868573,0.006790855,0.0003983859,0.00003749908,0.0003189188,0.8732497,0.0002544952,0.001851842,0.08249231,0.001706683,0.03201713],"study_design_scores_gemma":[0.0003506004,0.0009306139,0.002442871,0.001284337,0.00006639178,0.0007625162,0.793734,0.001470791,0.004511131,0.07723261,0.1171174,0.00009672752],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6715493,0.001750305,0.190498,0.03786128,0.001132414,0.003732208,0.0002223394,0.0004299599,0.09282412],"genre_scores_gemma":[0.919678,0.0005260171,0.0659285,0.003138211,0.0001393901,0.004570219,0.00006931138,0.0001654977,0.005784843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2037773,"threshold_uncertainty_score":0.9818843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3841825987044348,"score_gpt":0.5397088082077319,"score_spread":0.1555262095032971,"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."}}