{"id":"W4407397074","doi":"10.53386/nilq.v76irs.1195","title":"How the academy negatively affects writing practice","year":2025,"lang":"en","type":"article","venue":"Northern Ireland Legal Quarterly","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology","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":[0.01419349,0.0002023406,0.000537442,0.002346767,0.01298125,0.01554594,0.001499189,0.00225182,0.02210556],"category_scores_gemma":[0.147489,0.0003697886,0.00047772,0.002002513,0.007651122,0.004079077,0.008440485,0.005252713,0.005036603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01167147,"about_ca_system_score_gemma":0.01725194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03768487,"about_ca_topic_score_gemma":0.05296746,"domain_scores_codex":[0.9598164,0.01872872,0.002137381,0.001328498,0.01233583,0.005653139],"domain_scores_gemma":[0.7898486,0.08925006,0.03086971,0.007897845,0.02711018,0.05502357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008423756,0.00164661,0.3841847,0.0002732963,0.0001221135,0.002319183,0.3920052,0.0002746132,0.0009544939,0.01007358,0.07114613,0.1361578],"study_design_scores_gemma":[0.0001022241,0.0004229576,0.4063332,0.0005776703,0.00005982007,0.0008960838,0.501063,0.0002543438,0.0004828319,0.004789768,0.08492279,0.00009520671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8412398,0.0005319815,0.0001378691,0.0289519,0.000525848,0.00003187156,0.00009326667,0.00006050455,0.128427],"genre_scores_gemma":[0.9876474,0.0001822807,0.00007984454,0.001856422,0.00009007461,0.00002158219,0.00002965834,0.00003685869,0.0100559],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03768487,"threshold_uncertainty_score":0.08468282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01934640713043987,"score_gpt":0.3616699981837558,"score_spread":0.3423235910533159,"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."}}