{"id":"W3033194858","doi":"10.46504/12201700ch","title":"Does Reading SoTL Matter?: Difficult Questions of Impact","year":2017,"lang":"en","type":"article","venue":"InSight A Journal of Scholarly Teaching","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Reading (process); Psychology; Philosophy; Linguistics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02654241,0.0006067062,0.001656438,0.003825956,0.002560899,0.009816892,0.002448087,0.002915116,0.04210663],"category_scores_gemma":[0.2240122,0.0003365154,0.001029361,0.006106958,0.008516604,0.02158403,0.004274716,0.00437622,0.005351547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002889631,"about_ca_system_score_gemma":0.00519273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006110772,"about_ca_topic_score_gemma":0.00660065,"domain_scores_codex":[0.9820312,0.009862889,0.0008953513,0.001642664,0.004136431,0.00143148],"domain_scores_gemma":[0.7937739,0.1479612,0.01887206,0.007468938,0.02066479,0.01125912],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.007172931,0.001930744,0.172113,0.00498412,0.002107832,0.0004123906,0.01916251,0.0006238736,0.001132342,0.1227814,0.1371699,0.5304089],"study_design_scores_gemma":[0.001216901,0.001512973,0.332215,0.006515081,0.003022513,0.0004772956,0.07626566,0.002173075,0.002686813,0.4408582,0.1327904,0.0002660736],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2421179,0.04447176,0.003185237,0.5571666,0.006418479,0.0001837674,0.002926291,0.0001921224,0.1433377],"genre_scores_gemma":[0.9643266,0.008334606,0.001026828,0.01457692,0.004647633,0.00009938962,0.0005344512,0.0002439863,0.006209663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9734576,"threshold_uncertainty_score":0.1408607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496253477984913,"score_gpt":0.3148773325042979,"score_spread":0.2999147977244488,"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."}}