{"id":"W2336902201","doi":"10.1007/978-3-319-24282-8","title":"Discovery Science: 18th International Conference, DS 2015, Banff, AB, Canada, October 4-6, 2015. Proceedings","year":2015,"lang":"en","type":"book","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Event (particle physics); Computer science; Data science; Physics; Astrophysics","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":[],"consensus_categories":[],"category_scores_codex":[0.005337372,0.001686356,0.001608247,0.004090707,0.001564883,0.00882674,0.002573682,0.001665693,0.1147529],"category_scores_gemma":[0.004924193,0.000986777,0.0008394699,0.005132292,0.001584134,0.007329065,0.003663418,0.003049583,0.07103121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005057428,"about_ca_system_score_gemma":0.007900751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01505968,"about_ca_topic_score_gemma":0.05039738,"domain_scores_codex":[0.9983168,0.000196141,0.000070035,0.0002307465,0.001030875,0.0001555565],"domain_scores_gemma":[0.9959303,0.0008941471,0.0001016953,0.0004299971,0.001742491,0.0009012988],"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":[0.00003858506,0.00002842334,0.00009262141,0.0003490747,0.0000145533,0.00003200074,0.00005664377,0.0002221703,0.0007757958,0.007406513,0.8730436,0.1179401],"study_design_scores_gemma":[0.000006542383,0.00001636636,0.0002062475,0.0002163899,0.00001017766,0.0001207126,0.00006164453,0.0004474909,0.0005129675,0.004160685,0.9942281,0.00001267923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005010996,0.3184748,0.1406125,0.03894658,0.06077767,0.0004471684,0.01255677,0.01927724,0.4038964],"genre_scores_gemma":[0.008170999,0.1491824,0.02872214,0.003751783,0.004104064,0.0001484298,0.01050339,0.003110708,0.7923061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9849403,"threshold_uncertainty_score":0.3838866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0206332267608681,"score_gpt":0.2801081404951915,"score_spread":0.2594749137343234,"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."}}