{"id":"W7047862366","doi":"","title":"Investigating the perceptions, use, and impact of open textbooks: A survey of post-secondary students in British Columbia","year":2017,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Open university; Data collection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.001561853,0.0002250457,0.0005862025,0.001829379,0.002824382,0.00301233,0.001213953,0.0008218571,0.005636139],"category_scores_gemma":[0.005670483,0.0004088253,0.0001819132,0.003534983,0.0009481726,0.0008475997,0.001829091,0.001149856,0.001186443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007017352,"about_ca_system_score_gemma":0.01178123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7090044,"about_ca_topic_score_gemma":0.84079,"domain_scores_codex":[0.9978671,0.0001601912,0.0001500086,0.0001579416,0.001153611,0.0005110874],"domain_scores_gemma":[0.9854189,0.001429959,0.002543569,0.0002104473,0.004643602,0.005753403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001443668,0.000609861,0.8593358,0.0003823628,0.00003418911,0.0008321516,0.06800799,0.00006725463,0.002004511,0.0002762319,0.01264622,0.05565902],"study_design_scores_gemma":[0.000006792896,0.0001311039,0.9156352,0.0002216831,0.00001271662,0.00009477513,0.07371585,0.00008298361,0.0002102925,0.00004319168,0.009809624,0.00003591373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958708,0.0004835059,0.00003396348,0.0006438433,0.00001387957,0.0000314094,0.0004578015,0.000008800876,0.002456042],"genre_scores_gemma":[0.9912944,0.001341755,0.0001202742,0.0004351708,0.000007295107,0.00004254746,0.0004562907,0.00001333303,0.006288827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998786,"threshold_uncertainty_score":0.5854186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02778569811293578,"score_gpt":0.3258859463181172,"score_spread":0.2981002482051814,"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."}}