{"id":"W2995888452","doi":"10.1007/978-3-030-32846-7_2","title":"A Brief Overview of Authors and Theories","year":2019,"lang":"en","type":"book-chapter","venue":"Springer briefs in education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Epistemology; Computer science; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002016893,0.0008927091,0.0007078764,0.008320491,0.001419115,0.006246748,0.001239463,0.001907019,0.04692636],"category_scores_gemma":[0.004280232,0.0004617246,0.0004492341,0.01190573,0.001726202,0.007022418,0.001484091,0.002663362,0.02434545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002937537,"about_ca_system_score_gemma":0.003662667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003508728,"about_ca_topic_score_gemma":0.005413536,"domain_scores_codex":[0.9989077,0.0002644877,0.0001191147,0.0001403976,0.0004852281,0.00008310111],"domain_scores_gemma":[0.9973502,0.001841693,0.0001326433,0.00008898117,0.0004876463,0.00009871388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002980203,0.00008874448,0.0003539496,0.002298209,0.000009602784,0.0001174043,0.001162398,0.0002862481,0.0002644402,0.2366351,0.3366878,0.4220663],"study_design_scores_gemma":[0.000002535626,0.00001041318,0.0003082884,0.001180503,0.000004029998,0.0001387176,0.0003061379,0.00009518604,0.00009817967,0.02949263,0.9683544,0.000009048743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001712765,0.4227449,0.01438558,0.02611399,0.01293094,0.0002139888,0.001523099,0.0004561122,0.5199186],"genre_scores_gemma":[0.01414508,0.5205988,0.01681715,0.01197661,0.007278791,0.0004966083,0.0022004,0.000391744,0.4260948],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04692636,"threshold_uncertainty_score":0.1569843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044395752317141,"score_gpt":0.4327454516459661,"score_spread":0.328305876414252,"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."}}