{"id":"W1888696572","doi":"10.47678/cjhe.v45i2.184416","title":"The Problem of First-Year Seminars: Risking Disengagement Through Marketplace Ideals","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Disengagement theory; Popularity; Curriculum; Sociology; Higher education; Relation (database); Order (exchange); Public relations; Psychology; Pedagogy; Social psychology; Political science; Law; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.03521499,0.0003352875,0.0004493262,0.001607014,0.01495353,0.01866228,0.002508,0.005015193,0.006505406],"category_scores_gemma":[0.04485878,0.0005294941,0.0004893587,0.00116238,0.03476002,0.01257678,0.01406213,0.01030348,0.001083199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01150055,"about_ca_system_score_gemma":0.01428498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0138737,"about_ca_topic_score_gemma":0.01730417,"domain_scores_codex":[0.9818317,0.01018504,0.0004016049,0.001449238,0.003273616,0.002858882],"domain_scores_gemma":[0.9580126,0.02044334,0.005212855,0.002850347,0.003596955,0.009883914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001031239,0.0002658569,0.01052711,0.0000948573,0.00001486286,0.000426129,0.1328561,0.0002706524,0.0006833834,0.7781512,0.01926836,0.05733837],"study_design_scores_gemma":[0.00009967253,0.0002393404,0.01385412,0.0005425231,0.00001747966,0.0003858165,0.2379292,0.00188487,0.001053467,0.4532776,0.2905472,0.0001688078],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4234473,0.002530555,0.0223787,0.3138355,0.001274874,0.0001421029,0.00008082546,0.0002929068,0.2360172],"genre_scores_gemma":[0.9815794,0.0003690012,0.001260449,0.00887076,0.0002230503,0.00008260493,0.00001198335,0.00006012027,0.007542721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03521499,"threshold_uncertainty_score":0.1862369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04251646356478449,"score_gpt":0.3787611722370188,"score_spread":0.3362447086722343,"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."}}