{"id":"W4392735406","doi":"10.1017/s0140525x23002261","title":"Confidence in research findings depends on theory","year":2024,"lang":"en","type":"article","venue":"Behavioral and Brain Sciences","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Variable (mathematics); Psychology; Variables; Epistemology; Cognitive psychology; Social psychology; Econometrics; Mathematics; Statistics; Philosophy","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005810902,0.0001070541,0.0001060799,0.0005424441,0.0003865314,0.001110653,0.001044023,0.00005777018,0.00005072682],"category_scores_gemma":[0.0001801285,0.00008070422,0.00002829895,0.002022621,0.0007873857,0.001052529,0.0002997027,0.0003104128,0.0001566839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004620453,"about_ca_system_score_gemma":0.0001588506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004027809,"about_ca_topic_score_gemma":0.00020247,"domain_scores_codex":[0.9977011,0.0002382876,0.0001958722,0.0006874751,0.0006682752,0.0005089827],"domain_scores_gemma":[0.9986207,0.0009931324,0.00001304715,0.0002270732,0.00004974675,0.00009629858],"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":[0.000003842372,0.00004296777,0.001014977,0.000006483047,4.629549e-7,0.0001380518,0.002269177,0.000009358488,0.004064766,0.914548,0.0004724644,0.07742944],"study_design_scores_gemma":[0.0001125623,0.001745539,0.009304985,0.0005304614,0.000003362976,0.00008701921,0.004943974,0.01849382,0.07062674,0.8862509,0.007315772,0.0005849221],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983416,0.0005398506,0.005089793,0.006438836,0.0003643085,0.000167278,0.000001483612,0.0001167887,0.003865658],"genre_scores_gemma":[0.9976892,0.00002495075,0.0008764848,0.0002659901,0.0000316669,0.00002276716,2.167148e-7,0.000003884795,0.001084865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07684452,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3071262359941317,"score_gpt":0.4823511602857881,"score_spread":0.1752249242916563,"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."}}