{"id":"W2624822974","doi":"10.19173/irrodl.v18i4.3120","title":"Higher Education Faculty Perceptions of Open Textbook Adoption","year":2017,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open educational resources; Perception; Open education; Distance education; Quality (philosophy); Class size; Educational technology; Socioeconomic status; Psychology; Higher education; Medical education; Class (philosophy); Mathematics education; Pedagogy; Computer science; Sociology; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004282666,0.00007606558,0.0001976555,0.0001031571,0.00051937,0.001124442,0.004969033,0.00003111917,0.0005374225],"category_scores_gemma":[0.001268542,0.00005664916,0.00003744103,0.0002336768,0.0001739958,0.00133741,0.003044541,0.0004612092,0.00003808746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009001878,"about_ca_system_score_gemma":0.0004402708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352871,"about_ca_topic_score_gemma":0.00001734202,"domain_scores_codex":[0.9983167,0.0004430541,0.0003396411,0.0002453068,0.000498736,0.0001565667],"domain_scores_gemma":[0.9982617,0.0002234446,0.0003488179,0.0004723978,0.0006276091,0.00006604798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005327394,0.0005152049,0.1266155,0.0008925954,0.00005181642,0.000001910618,0.000722166,0.000115554,0.0003568626,0.6612025,0.02079464,0.188678],"study_design_scores_gemma":[0.000674261,0.0001140294,0.6679906,0.008772822,0.00000911076,0.00001177073,0.004852036,0.00158934,0.00007166657,0.005528535,0.3102103,0.0001755417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09680017,0.007163264,0.002874674,0.1661532,0.001177738,0.003924818,0.00006772772,0.0000413175,0.7217971],"genre_scores_gemma":[0.9845757,0.006723613,0.001256679,0.0001567092,0.0000446246,0.00009564278,0.0001319551,0.000005065844,0.007009952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8877756,"threshold_uncertainty_score":0.9999125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1643117260279602,"score_gpt":0.5087128557808327,"score_spread":0.3444011297528725,"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."}}