{"id":"W3010517683","doi":"10.20381/ruor-24470","title":"Textbook Costs and Affordable Alternatives at the University of Ottawa","year":2020,"lang":"en","type":"article","venue":"uO Research (University of Ottawa)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001598293,0.00005845692,0.000130453,0.00008749803,0.001491677,0.00002596035,0.0006963955,0.00006200348,0.00299738],"category_scores_gemma":[0.0005609583,0.00006339393,0.00004605653,0.000545453,0.002064606,0.0004899141,0.0003287618,0.0002952045,0.0001735548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001741288,"about_ca_system_score_gemma":0.0003332512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006785605,"about_ca_topic_score_gemma":0.01123108,"domain_scores_codex":[0.9977323,0.001020328,0.00006319236,0.0002247979,0.0007013541,0.000257987],"domain_scores_gemma":[0.998152,0.0009863493,0.0001450746,0.0001675731,0.0003372252,0.0002118382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006523434,0.0001730672,0.4750287,0.0001091733,0.0001640449,0.0000441194,0.2671992,0.00005391187,0.001549474,0.1333864,0.1127708,0.009455793],"study_design_scores_gemma":[0.0002620741,0.00008431088,0.05014128,0.00001335037,0.00001169841,3.366935e-7,0.09252849,0.00005724106,0.0001137723,0.00006422147,0.8566632,0.00005997472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6576264,0.0001260948,0.0001028681,0.05706607,0.00004648381,0.0002962056,0.00001791906,0.00003135239,0.2846866],"genre_scores_gemma":[0.9371136,0.0003754774,0.0005044971,0.00003592628,0.00003869334,5.87535e-8,0.000002712661,0.00000502852,0.06192397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7438924,"threshold_uncertainty_score":0.9998283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08469221595681405,"score_gpt":0.3702776322175904,"score_spread":0.2855854162607764,"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."}}