{"id":"W2136792814","doi":"10.1145/1978942.1979206","title":"Determining relevancy","year":2011,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Formative assessment; Situational ethics; Usability; World Wide Web; Software; Data science; Human–computer interaction; Psychology; Mathematics education; Programming language","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":[0.02724892,0.00118559,0.001549774,0.01482438,0.001111042,0.006340793,0.001770687,0.002060892,0.002913572],"category_scores_gemma":[0.2863087,0.0007548813,0.001361227,0.006866074,0.001481098,0.006846607,0.003230386,0.001946009,0.001309382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001320496,"about_ca_system_score_gemma":0.001044457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00195046,"about_ca_topic_score_gemma":0.001995798,"domain_scores_codex":[0.9717006,0.008793136,0.004284674,0.003349324,0.01104876,0.000823544],"domain_scores_gemma":[0.6919182,0.2276601,0.01650308,0.01943399,0.0422813,0.002203362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001009407,0.0005733403,0.4522928,0.002420749,0.0006664286,0.0007481554,0.02036472,0.002730164,0.01710362,0.006411215,0.004100756,0.4915786],"study_design_scores_gemma":[0.0002075435,0.004069229,0.7530262,0.00187336,0.002009335,0.003431119,0.02273383,0.06073274,0.05139756,0.02317998,0.07669095,0.0006480842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9161317,0.001929132,0.05638197,0.0006149816,0.000219505,0.001791969,0.001164533,0.001035345,0.0207307],"genre_scores_gemma":[0.9122696,0.0008972216,0.08045926,0.0001922579,0.0001709408,0.001124379,0.00167054,0.0003725511,0.002843318],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02724892,"threshold_uncertainty_score":0.1441078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6954704636494,"score_gpt":0.4780785761920945,"score_spread":0.2173918874573055,"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."}}