{"id":"W4302027240","doi":"10.5210/fm.v27i10.11639","title":"Examining the technological and pedagogical elements of select open courseware","year":2022,"lang":"en","type":"article","venue":"First Monday","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Mount Royal University","funders":"","keywords":"Openness to experience; Reuse; Usability; Computer science; Open educational resources; Knowledge management; World Wide Web; Multimedia; Psychology; Engineering; Human–computer interaction; Social psychology","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":[0.0007272144,0.00006394998,0.0001000428,0.00003867635,0.0005931269,0.00013987,0.001849714,0.00002186783,0.0004155037],"category_scores_gemma":[0.0001700032,0.0000449806,0.00001403288,0.0003415258,0.00005727642,0.0001440028,0.002942001,0.0002573954,0.000008916585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002382524,"about_ca_system_score_gemma":0.00005417361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002001857,"about_ca_topic_score_gemma":9.768354e-7,"domain_scores_codex":[0.9991485,0.0001219662,0.0001421436,0.0002277249,0.0002100134,0.0001495881],"domain_scores_gemma":[0.9994,0.0001187677,0.00008663789,0.0003290359,0.00003196855,0.00003357763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007124126,0.001225438,0.3156775,0.00005185921,0.0001406057,0.00005368254,0.2194445,0.001341289,0.001354497,0.1350235,0.1052892,0.2203267],"study_design_scores_gemma":[0.0004441335,0.0004704896,0.04793114,0.00001334261,0.00000717556,0.00003880468,0.01397395,0.0081982,0.0002238703,0.0006521092,0.9278576,0.0001891687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97398,0.0001636556,0.002809166,0.01102299,0.0002832117,0.0004491345,0.000004388561,0.0001239229,0.01116354],"genre_scores_gemma":[0.9952059,0.000008052029,0.00314658,0.0002031912,0.000011686,0.00006429812,0.000002620043,0.000003716293,0.001353995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8225684,"threshold_uncertainty_score":0.4561913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1231260360142689,"score_gpt":0.3445313379655294,"score_spread":0.2214053019512604,"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."}}