{"id":"W7116926251","doi":"10.29173/writingacrossuofa86","title":"Forwards, and to You","year":2025,"lang":"","type":"article","venue":"Writing across the University of Alberta","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Subject (documents); Exposition (narrative); Clothing; Agency (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001365993,0.001226621,0.0006086932,0.0007832511,0.006212708,0.006123895,0.001080252,0.002234087,0.3230888],"category_scores_gemma":[0.008303271,0.0004230481,0.0007777899,0.0004056038,0.00181567,0.006842705,0.00471226,0.006785432,0.2353798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009438,"about_ca_system_score_gemma":0.001348568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003911632,"about_ca_topic_score_gemma":0.008571644,"domain_scores_codex":[0.9985415,0.0002827721,0.00004806435,0.0002159988,0.0006074718,0.0003042141],"domain_scores_gemma":[0.9965467,0.0002634359,0.0001688345,0.0003668018,0.001205874,0.001448342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003996851,0.00007412234,0.0004106004,0.00006422706,0.000006073463,0.000283469,0.006153908,0.00002794987,0.0009429021,0.009809287,0.9319388,0.05024863],"study_design_scores_gemma":[0.000005832408,0.00002750641,0.0002537224,0.00005471932,0.000002881318,0.0001814378,0.002814903,0.00002666779,0.0002262565,0.001487018,0.9949011,0.00001804682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01000558,0.001679237,0.01178235,0.08807506,0.04423717,0.000305928,0.001315483,0.00554192,0.8370573],"genre_scores_gemma":[0.0132471,0.0004109463,0.002690183,0.009394373,0.0009656078,0.00005441831,0.000286759,0.0008702978,0.9720803],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3230888,"threshold_uncertainty_score":0.9655317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490161165726447,"score_gpt":0.2685817490427081,"score_spread":0.2536801373854436,"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."}}