{"id":"W7100709824","doi":"","title":"Computer ScienceUniversity of Toronto Toronto, ON M5S 3H5 Sam RoweisDepartment of Computer ScienceUniversity of Toronto Toronto, ON M5S 3H5","year":2008,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information system; Feature (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004784409,0.001413083,0.001421258,0.0009964249,0.003041604,0.003803701,0.0008973642,0.002000905,0.2672153],"category_scores_gemma":[0.002508492,0.0005558332,0.0004839824,0.003290722,0.001242939,0.001434548,0.001551928,0.002467153,0.09254736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008498115,"about_ca_system_score_gemma":0.008126166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.277217,"about_ca_topic_score_gemma":0.4556841,"domain_scores_codex":[0.9986086,0.0001022463,0.00004285714,0.0004456555,0.0005037533,0.000296838],"domain_scores_gemma":[0.9968791,0.0006301222,0.0001286315,0.0002904492,0.001340016,0.0007317162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005730549,0.000148,0.005347124,0.0009104725,0.00006300254,0.0006180933,0.0006790198,0.002282652,0.004063175,0.01997569,0.6931801,0.2721597],"study_design_scores_gemma":[0.0001231629,0.0001174155,0.01010262,0.0003039741,0.00006894824,0.000199761,0.0004662583,0.006191917,0.002285374,0.005943534,0.9741314,0.00006565779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05038684,0.03333145,0.0288607,0.03856942,0.005523729,0.0004442823,0.02896028,0.006447911,0.8074754],"genre_scores_gemma":[0.09122947,0.02166088,0.01679921,0.001768615,0.0007634356,0.0002149003,0.0159401,0.0004580627,0.8511654],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7327846,"threshold_uncertainty_score":0.8939244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294642158877158,"score_gpt":0.2377590942940974,"score_spread":0.2148126727053258,"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."}}