{"id":"W3009224416","doi":"10.5703/1288284317179","title":"Let’s Give Them Something to Talk About… Textbook Affordability and OER","year":2020,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Open educational resources; Library science; Computer science; Media studies; World Wide Web; Political science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002227655,0.00007911414,0.00009819865,0.00002360434,0.0001291489,0.0002905881,0.0003812333,0.00002657843,0.0004684985],"category_scores_gemma":[0.0001602892,0.00006594958,0.00002485911,0.0002212789,0.00002251915,0.0004269485,0.0003525428,0.0001476652,0.0003813389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001837253,"about_ca_system_score_gemma":0.00004922584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006241339,"about_ca_topic_score_gemma":0.00001060649,"domain_scores_codex":[0.9992132,0.00005316902,0.0001178905,0.0003185897,0.0001338355,0.0001633165],"domain_scores_gemma":[0.9994325,0.00008503063,0.00002745341,0.0001890106,0.00004425033,0.0002217554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001977706,0.0002089176,0.01709258,0.00008725598,0.00004019826,0.00001038604,0.1425955,0.0003546381,0.005082801,0.497898,0.0248349,0.3117751],"study_design_scores_gemma":[0.001080512,0.000563725,0.1376495,0.00006816764,0.00001846033,0.00004288862,0.05650061,0.05991742,0.009901498,0.01064086,0.7220721,0.001544296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4357008,0.00003701942,0.2082203,0.07122161,0.0004036253,0.0003952135,0.000001159659,0.0004363056,0.283584],"genre_scores_gemma":[0.9327987,0.000002740501,0.05428424,0.01036416,0.00005964394,0.000005231184,5.295874e-7,0.000004799435,0.002479891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6972372,"threshold_uncertainty_score":0.512973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03688851546573273,"score_gpt":0.2722213638607075,"score_spread":0.2353328483949748,"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."}}