{"id":"W7105672806","doi":"10.1108/979-8-88730-192-120251013","title":"Pedagogical Nightmare or Bountiful Technology?","year":2023,"lang":"en","type":"book-chapter","venue":"Breakthrough","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001045856,0.0004805061,0.0003825646,0.0006771571,0.004002623,0.008850371,0.0008096467,0.002723529,0.03782071],"category_scores_gemma":[0.001961004,0.0001674952,0.000206739,0.0007534957,0.01204663,0.01009444,0.004291839,0.005315267,0.01124936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002940281,"about_ca_system_score_gemma":0.00284407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004075689,"about_ca_topic_score_gemma":0.008401755,"domain_scores_codex":[0.9992474,0.0003356821,0.00001181745,0.0000800436,0.0001484459,0.0001766934],"domain_scores_gemma":[0.9994012,0.0002135572,0.00002906726,0.00009967815,0.0000608952,0.0001956503],"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":[0.00001007845,0.0000136982,0.00002489623,0.00003693825,9.353486e-7,0.00002538288,0.002521948,0.0000197895,0.00006906827,0.8971766,0.08027679,0.01982405],"study_design_scores_gemma":[0.000003401965,0.000009073247,0.0000580108,0.00009320112,0.000001150976,0.00005511021,0.00225244,0.00003424577,0.00007975565,0.06203507,0.9353756,0.000003057279],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001775088,0.009983995,0.001871099,0.02911887,0.003182269,0.00001073986,0.00003201654,0.0001189662,0.953907],"genre_scores_gemma":[0.08545344,0.009493609,0.0008660667,0.007980297,0.001497342,0.00003906327,0.00004103635,0.00017508,0.8944541],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03782071,"threshold_uncertainty_score":0.126523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1863908244412421,"score_gpt":0.3176875803670423,"score_spread":0.1312967559258002,"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."}}