{"id":"W2111151482","doi":"10.1145/1297846.1297880","title":"OOMatch","year":2007,"lang":"en","type":"article","venue":"","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Extension (predicate logic); Java; Algorithm; 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":[0.00038554,0.00004377631,0.00005091054,0.0000297943,0.00004100512,0.000071756,0.0003494945,0.00002836421,0.00002510832],"category_scores_gemma":[0.000006659723,0.00003125781,0.00002509146,0.0001544762,0.00001019438,0.000127059,0.00007154367,0.00003075658,0.0005259617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009287383,"about_ca_system_score_gemma":0.00001016521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008655039,"about_ca_topic_score_gemma":0.00003806918,"domain_scores_codex":[0.9994628,0.000007811391,0.0000949772,0.0001328221,0.0001169949,0.0001846199],"domain_scores_gemma":[0.9996248,0.0000246095,0.00002068898,0.0002494069,0.00002463563,0.00005578269],"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":[2.928543e-7,0.00001198558,0.001551561,0.00000200867,0.00000204958,0.00001883126,0.0001496428,1.876788e-7,0.00007844652,0.9475419,0.001454333,0.04918876],"study_design_scores_gemma":[0.0004695912,0.0001739231,0.01458975,0.000001499813,0.000002941724,0.0001767538,0.0002031011,0.002629084,0.01249964,0.1597188,0.809095,0.0004398986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009167434,0.0000354008,0.7787867,0.0001323801,0.0003487705,0.00004065463,6.223249e-9,0.0002221554,0.2195172],"genre_scores_gemma":[0.9783925,6.785184e-7,0.01507739,0.0002700358,0.00007771068,0.000001152563,1.604447e-7,0.000002047893,0.006178262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9774758,"threshold_uncertainty_score":0.6760349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02263398563552184,"score_gpt":0.2579291580525699,"score_spread":0.2352951724170481,"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."}}