{"id":"W3198720815","doi":"10.2139/ssrn.3257028","title":"Latent Complementarity in Bundles Models","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Complementarity (molecular biology); Mathematics; Biology","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":[0.001755784,0.0001149263,0.0001302669,0.0001139178,0.0001706545,0.0001386166,0.0008021951,0.00004309838,0.000009443845],"category_scores_gemma":[0.000007470637,0.0001024853,0.00005010154,0.000229872,0.00005009604,0.0005199565,0.0001261789,0.001011259,0.00004248035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005210379,"about_ca_system_score_gemma":0.001017202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002744347,"about_ca_topic_score_gemma":0.002992635,"domain_scores_codex":[0.9974454,0.0000973218,0.0002644048,0.0002325667,0.0002382172,0.001722097],"domain_scores_gemma":[0.9994966,0.00001844106,0.00007676838,0.0002309148,0.00009655649,0.00008066638],"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":[0.000005490789,0.00005871184,0.0008018849,0.000001004497,0.00001751292,0.000002573543,0.0002691812,0.0003269661,0.00009509495,0.9596073,0.00005164677,0.03876263],"study_design_scores_gemma":[0.0002856481,0.0002391407,0.0003359198,0.00001341018,0.000002525857,0.0001077324,0.00008197907,0.1753996,0.00008744868,0.8232168,0.0001121163,0.0001177571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08155258,0.000501756,0.9155284,0.0009806004,0.0001643462,0.00004589899,4.439572e-7,0.00004207299,0.001183953],"genre_scores_gemma":[0.9928322,0.0004870683,0.006054402,0.0003316876,0.0001394215,0.000002175575,6.197658e-7,0.000006354376,0.000146013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9112797,"threshold_uncertainty_score":0.4393473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03548543246422953,"score_gpt":0.2746239843505228,"score_spread":0.2391385518862932,"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."}}