{"id":"W4236326403","doi":"10.1007/978-1-4939-7131-2_101008","title":"Routine Discovery","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":[0.002470586,0.001518865,0.001509231,0.003300859,0.002302179,0.006864929,0.004381923,0.001624621,0.08834116],"category_scores_gemma":[0.009929881,0.00129055,0.001756104,0.003567257,0.002278862,0.01082069,0.004773417,0.003914944,0.07005716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001993014,"about_ca_system_score_gemma":0.003421725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002436838,"about_ca_topic_score_gemma":0.002682676,"domain_scores_codex":[0.9966477,0.0004245067,0.000191888,0.001129374,0.001341432,0.0002651299],"domain_scores_gemma":[0.9945955,0.001555174,0.0001435328,0.002513062,0.0009925443,0.0002002179],"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":[0.000122605,0.00008749711,0.0003863842,0.0004573372,0.00002391093,0.0001004299,0.0004560515,0.0005384588,0.002646041,0.4235545,0.1632072,0.4084195],"study_design_scores_gemma":[0.00001815597,0.00003730938,0.0002717005,0.0001420695,0.00003193603,0.0005475064,0.0001408071,0.004181432,0.006030399,0.1973119,0.7912397,0.00004697759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005558319,0.003538824,0.4827506,0.0038023,0.001624956,0.0006197277,0.003810775,0.02268102,0.4756135],"genre_scores_gemma":[0.05933181,0.004362417,0.310878,0.002068561,0.001231225,0.0004423209,0.01217372,0.007312351,0.6021997],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08834116,"threshold_uncertainty_score":0.2955306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01710940862590676,"score_gpt":0.2295186142945256,"score_spread":0.2124092056686188,"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."}}