{"id":"W4231517155","doi":"10.5206/cjsotl-rcacea.2016.1.1","title":"Examining Impact and Access: An Introduction to Volume 7, Issue 1","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01240605,0.001332078,0.001562622,0.01538766,0.004127957,0.0123358,0.00364411,0.002732128,0.03793177],"category_scores_gemma":[0.03687395,0.0007840093,0.002700004,0.0286231,0.006263103,0.01193309,0.006384925,0.005083446,0.005909867],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00819793,"about_ca_system_score_gemma":0.01823654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03797197,"about_ca_topic_score_gemma":0.1016021,"domain_scores_codex":[0.9862119,0.005878396,0.001095438,0.0006491144,0.005579797,0.0005852712],"domain_scores_gemma":[0.9563659,0.03237032,0.001560988,0.001499598,0.006890501,0.001312657],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004340929,0.0003397405,0.01762188,0.004003508,0.0001438749,0.0001257708,0.004652001,0.0006309865,0.0005517441,0.1249329,0.408162,0.4387921],"study_design_scores_gemma":[0.00002116168,0.0001476398,0.03240019,0.005866516,0.0001515748,0.0002723424,0.007931801,0.0007537103,0.0006039581,0.09259488,0.8591147,0.0001415389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.01584878,0.3874464,0.08248311,0.1606438,0.05086783,0.002071368,0.008616676,0.001119406,0.2909027],"genre_scores_gemma":[0.1522173,0.3609311,0.1971847,0.0452327,0.04987005,0.005141168,0.00791105,0.00280442,0.1787076],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9918021,"threshold_uncertainty_score":0.1268944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09567726155698338,"score_gpt":0.3639405647297937,"score_spread":0.2682633031728104,"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."}}