{"id":"W3014092527","doi":"10.3233/efi-190260","title":"Open Textbooks as an innovation route for open science pedagogy","year":2020,"lang":"en","type":"article","venue":"Education for Information","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Pittsburgh","keywords":"Open educational resources; Promotion (chess); Context (archaeology); Open education; Pedagogy; Resource (disambiguation); Political science; Sociology; Mathematics education; Psychology; Computer science; Geography","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":[0.01337372,0.0005011917,0.0004161018,0.003048073,0.003819821,0.01665164,0.001977669,0.00321764,0.01486107],"category_scores_gemma":[0.03476116,0.0005111375,0.0007130325,0.002374537,0.009821371,0.01222735,0.01636476,0.0039767,0.004169191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006941899,"about_ca_system_score_gemma":0.01228569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002615197,"about_ca_topic_score_gemma":0.00519368,"domain_scores_codex":[0.9753762,0.01271664,0.0009904852,0.001983062,0.007437035,0.001496517],"domain_scores_gemma":[0.946992,0.02870212,0.004728865,0.006916303,0.006192084,0.006468633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001734273,0.001169009,0.02772772,0.001262952,0.00003349111,0.002351241,0.1003115,0.001007568,0.004977209,0.49412,0.01698339,0.3498825],"study_design_scores_gemma":[0.0001934749,0.001353396,0.02312679,0.0027373,0.0000584001,0.001896035,0.05817787,0.002128278,0.006126153,0.07932574,0.8246881,0.0001884952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4193924,0.003085681,0.08383483,0.01683607,0.0009845716,0.001895894,0.0002288408,0.0008984354,0.4728433],"genre_scores_gemma":[0.8700419,0.001703133,0.0642921,0.001332313,0.0001826083,0.0009503252,0.0002101145,0.0002497181,0.06103781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9980223,"threshold_uncertainty_score":0.07072783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06829809373311688,"score_gpt":0.4085750150774276,"score_spread":0.3402769213443106,"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."}}