{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.005233914,0.0001068546,0.000205037,0.0009522298,0.001056828,0.002686148,0.000372319,0.0006128217,0.009067578],"category_scores_gemma":[0.02084315,0.0001126832,0.0002483032,0.001304699,0.001083096,0.001125008,0.001300684,0.0005907014,0.0005403741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001839359,"about_ca_system_score_gemma":0.002671784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004710158,"about_ca_topic_score_gemma":0.006480141,"domain_scores_codex":[0.9961398,0.001299912,0.0003354305,0.0002297846,0.001493884,0.0005011074],"domain_scores_gemma":[0.9653555,0.01398857,0.009195068,0.0006962636,0.004991375,0.005773232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001536454,0.001153775,0.8003876,0.0004302059,0.00006979046,0.0005024319,0.06145592,0.0004268495,0.003315399,0.004409018,0.004452899,0.1232426],"study_design_scores_gemma":[0.00002215248,0.0005050977,0.8771601,0.0002352449,0.0000313866,0.0001858673,0.1056149,0.0004103772,0.001188418,0.0009033506,0.01369178,0.00005122976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911431,0.0003178976,0.0002942718,0.0009662783,0.00001841831,0.00001639203,0.0000353535,0.00001032689,0.007197915],"genre_scores_gemma":[0.9982652,0.0002744395,0.0001203537,0.0001613097,0.00001511479,0.000006797277,0.00002068059,0.000002500061,0.00113362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9996277,"threshold_uncertainty_score":0.03033406,"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."}}