{"id":"W2114373362","doi":"10.1145/2132176.2132319","title":"Future directions for information programs","year":2012,"lang":"en","type":"article","venue":"Proceedings of the 2012 iConference","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Midstream; Presentation (obstetrics); Perception; Computer science; Medical education; Psychology; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00961806,0.0002202295,0.0001741758,0.001034928,0.003187914,0.005088327,0.001426756,0.001435368,0.02484869],"category_scores_gemma":[0.02071541,0.0001807594,0.000439476,0.001000526,0.001312994,0.005659248,0.002694135,0.002619669,0.003258108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003051833,"about_ca_system_score_gemma":0.02677497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006073105,"about_ca_topic_score_gemma":0.02303961,"domain_scores_codex":[0.9942766,0.002281925,0.0001990242,0.0003613854,0.001732336,0.0011487],"domain_scores_gemma":[0.9593229,0.008053084,0.002509995,0.002562028,0.007014614,0.02053746],"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":[0.0002271225,0.001878072,0.08158325,0.00125466,0.00004266045,0.0005974886,0.04650901,0.0004308129,0.002872853,0.05370661,0.1029681,0.7079294],"study_design_scores_gemma":[0.00006383119,0.0009379048,0.04628231,0.001240596,0.00005728791,0.0004400586,0.06065441,0.0003732372,0.001412416,0.01172941,0.876758,0.00005044121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.3264684,0.006887552,0.01008529,0.205227,0.001792566,0.001011817,0.0008545464,0.001062606,0.4466102],"genre_scores_gemma":[0.8792718,0.006687249,0.02792712,0.008931893,0.0006002254,0.0003850189,0.0008124589,0.0001584621,0.07522582],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02484869,"threshold_uncertainty_score":0.0831272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09947838846959355,"score_gpt":0.385298613380553,"score_spread":0.2858202249109595,"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."}}