{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002673577,0.001569957,0.001177078,0.00204762,0.001256111,0.00508437,0.003054511,0.002082521,0.01764165],"category_scores_gemma":[0.00944544,0.0008712598,0.002520422,0.001889538,0.002394053,0.007445525,0.003898219,0.002744219,0.003786367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001699048,"about_ca_system_score_gemma":0.002119735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004074801,"about_ca_topic_score_gemma":0.004527546,"domain_scores_codex":[0.9968408,0.001049343,0.0002831184,0.0005756776,0.001016152,0.0002349938],"domain_scores_gemma":[0.9948861,0.00221088,0.000419413,0.001435739,0.0008522355,0.0001956441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002443107,0.00002816304,0.000361417,0.0001393489,0.00003982682,0.0001353551,0.0001929207,0.03887687,0.0004684959,0.942251,0.003105488,0.01437669],"study_design_scores_gemma":[0.00002464479,0.00004027702,0.0001256053,0.00008603896,0.0000451917,0.0001678797,0.00008340263,0.138033,0.000743956,0.8040958,0.05652849,0.0000258091],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004706986,0.0008568413,0.9535072,0.001452539,0.0001532838,0.0001668296,0.001537745,0.0006662925,0.03695226],"genre_scores_gemma":[0.3379101,0.004075896,0.6087022,0.001037221,0.0004260452,0.001384878,0.005380606,0.0005382004,0.04054487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01764165,"threshold_uncertainty_score":0.05901724,"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."}}