{"id":"W1989528416","doi":"10.1145/2095654.2095656","title":"Partial models","year":2011,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Set (abstract data type); Field (mathematics); Class (philosophy); Software; Artificial intelligence; Data mining; Data science; Software engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009104398,0.00003258901,0.00003082574,0.00003457374,0.00001530753,0.00002252229,0.0004806253,0.00001539435,0.00008713013],"category_scores_gemma":[0.00003292899,0.000027379,0.00001445394,0.0001198351,0.000008313871,0.0002837317,0.0001427133,0.00004307925,0.0002184096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006996098,"about_ca_system_score_gemma":0.00001609869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003473712,"about_ca_topic_score_gemma":5.645398e-7,"domain_scores_codex":[0.9995609,0.00000641537,0.00004384427,0.0001178643,0.0001228717,0.0001481352],"domain_scores_gemma":[0.9995707,0.00004664941,0.000003741094,0.0003018086,0.00002046622,0.00005663005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000207142,0.00005074357,0.002695202,0.000004383881,0.00000938305,0.00003022244,0.001477296,0.0006141062,0.0001668376,0.9684907,0.003168445,0.02329068],"study_design_scores_gemma":[0.000179019,0.00007095691,0.008504414,0.000003689435,8.289194e-7,0.00001266495,0.000006149231,0.9193463,0.02940405,0.04081947,0.001449824,0.0002025959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007595338,0.00001093002,0.9748528,0.00003842594,0.0001128736,0.00002660844,5.057108e-8,0.0004038569,0.01695914],"genre_scores_gemma":[0.8643488,8.567694e-7,0.1351001,0.00003650939,0.00001490495,0.000005336171,4.229236e-8,0.000002675553,0.0004908166],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9276711,"threshold_uncertainty_score":0.2807286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08306788866917031,"score_gpt":0.261379603197753,"score_spread":0.1783117145285827,"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."}}