{"id":"W4248425105","doi":"10.1007/978-1-4939-7131-2_100591","title":"Learning to Rank","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Rank (graph theory); Computer science; Psychology; Mathematics; Combinatorics","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":[0.0009975182,0.000747967,0.0004772193,0.0009618872,0.001229515,0.004536991,0.001054958,0.001020631,0.1139015],"category_scores_gemma":[0.006184989,0.0002808264,0.0003317888,0.001016209,0.002116796,0.006388024,0.001603169,0.002080059,0.06376883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131169,"about_ca_system_score_gemma":0.001810181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001941898,"about_ca_topic_score_gemma":0.005556295,"domain_scores_codex":[0.9992086,0.0002167254,0.00003196471,0.0001406728,0.0003232256,0.00007874548],"domain_scores_gemma":[0.9988004,0.0005391078,0.00005019419,0.0002323523,0.0002837378,0.00009411394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001356272,0.00004266643,0.0002417126,0.0000790428,0.00000499554,0.00003507048,0.0004067962,0.0006205416,0.0002194055,0.4600289,0.241951,0.2963563],"study_design_scores_gemma":[0.000006276146,0.00001647409,0.000179512,0.000123763,0.00000339975,0.0001276509,0.0003718923,0.001793659,0.0004228863,0.4916103,0.5053293,0.00001485511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002737584,0.002537492,0.08253548,0.00699802,0.001276052,0.00004501815,0.0004137784,0.0009986697,0.9024579],"genre_scores_gemma":[0.04079354,0.00205788,0.0423937,0.001110664,0.0005969512,0.00007850149,0.0007741627,0.0003932008,0.9118015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1139015,"threshold_uncertainty_score":0.3810385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1212871931748677,"score_gpt":0.46142281199527,"score_spread":0.3401356188204023,"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."}}