{"id":"W4251762724","doi":"10.1007/978-1-4614-6170-8_100071","title":"Routine Discovery","year":2014,"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":"Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001018226,0.0002301036,0.0002889959,0.00005999632,0.0000562421,0.00007641693,0.0004167316,0.0001048106,0.0001115074],"category_scores_gemma":[0.000008763195,0.0001745304,0.00009794523,0.00001420902,0.00004133476,0.0004748159,0.0004526514,0.0001436549,0.0006120983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002354489,"about_ca_system_score_gemma":0.00003877909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001682484,"about_ca_topic_score_gemma":0.00002451967,"domain_scores_codex":[0.9989466,0.000006506807,0.0002355558,0.0004283718,0.0002190859,0.0001638896],"domain_scores_gemma":[0.9986783,0.00004418832,0.0001361463,0.001041457,0.00003907971,0.0000608673],"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":[6.529408e-7,0.000001056216,7.67529e-7,0.00001522158,0.000009098233,0.000008966346,0.000008420452,0.000002096307,0.000003441459,0.9855692,0.007107879,0.007273192],"study_design_scores_gemma":[0.00006251304,0.00002424886,0.000002423929,0.00007792717,0.000003281372,0.00001548486,7.301814e-7,0.0002074123,0.00003217456,0.0161028,0.9832155,0.0002555007],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[1.254869e-7,0.000100369,0.5272491,0.00009776227,0.000295996,0.0000502669,0.00001375583,0.000107257,0.4720854],"genre_scores_gemma":[0.0001691909,0.00003667856,0.05240121,0.0003629752,0.0003002303,0.000003322603,0.00003265179,0.00002021608,0.9466735],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9761077,"threshold_uncertainty_score":0.7867489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303042247303963,"score_gpt":0.2150545921552995,"score_spread":0.2020241696822599,"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."}}