{"id":"W2784736471","doi":"10.5334/jime.455","title":"Secondary Students’ Perceptions of Open Science Textbooks","year":2018,"lang":"en","type":"article","venue":"Journal of Interactive Media in Education","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Publishing; Open educational resources; Psychology; Presentation (obstetrics); Mainstream; Perception; Pedagogy; Quarter (Canadian coin); Medical education; Political science; Geography; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001415283,0.0000698387,0.0001564808,0.0006542755,0.0001123202,0.0003574112,0.002706206,0.00002203765,0.0004010519],"category_scores_gemma":[0.0009553086,0.00006109549,0.00003625849,0.0006269693,0.0002045943,0.003146841,0.0004135729,0.0003345514,0.00004523612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002991665,"about_ca_system_score_gemma":0.002466269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007168595,"about_ca_topic_score_gemma":0.00003776963,"domain_scores_codex":[0.9987469,0.0001174994,0.0004373714,0.0001605012,0.0004104548,0.0001273238],"domain_scores_gemma":[0.997635,0.0001885728,0.0005635857,0.0002106704,0.001294116,0.0001080486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001189786,0.003527252,0.2341773,0.00002386346,0.00004893947,0.000003143479,0.332511,0.00001990092,0.03867616,0.0148052,0.01108848,0.3649998],"study_design_scores_gemma":[0.0003749248,0.0003334745,0.9188561,0.0002635236,0.000006448397,0.00006788541,0.06808954,0.0001391745,0.006193353,0.001491911,0.004075778,0.0001078611],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738899,0.00002561848,0.001317264,0.001072743,0.004537685,0.0001255645,3.058867e-7,0.000003286339,0.01902767],"genre_scores_gemma":[0.9859453,0.00002054694,0.01328362,0.000238074,0.0002935728,0.000006292223,5.356024e-7,0.000003951724,0.0002081187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6846789,"threshold_uncertainty_score":0.5028849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168688468821495,"score_gpt":0.3945273867533046,"score_spread":0.3728405020650896,"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."}}