{"id":"W4402895095","doi":"10.1080/17588928.2024.2405187","title":"Imposing vs finding unity","year":2024,"lang":"en","type":"article","venue":"Cognitive Neuroscience","topic":"Critical Realism in Sociology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"Canada Research Chairs","keywords":"Psychology; Psychoanalysis; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008621404,0.00008967804,0.0001007751,0.00008812366,0.0008912733,0.0003098485,0.0002695275,0.00007792484,0.00008465896],"category_scores_gemma":[0.007544221,0.00008907898,0.00005670816,0.0008103574,0.002427573,0.0003738867,0.00009760866,0.0003028999,0.0001179401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008537497,"about_ca_system_score_gemma":0.0002992994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001966658,"about_ca_topic_score_gemma":0.00005312401,"domain_scores_codex":[0.9982725,0.0003305003,0.000123682,0.0004172362,0.0003575447,0.0004985334],"domain_scores_gemma":[0.9977376,0.001882135,0.00001707777,0.00007505164,0.0001058082,0.0001823362],"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":[0.00002571328,0.00009565568,0.004970647,0.00006066745,0.00000524034,0.0005410895,0.04176885,0.000001948724,0.04331204,0.8412442,0.001941096,0.06603286],"study_design_scores_gemma":[0.0007779856,0.000840441,0.08976205,0.001325171,0.000192943,0.0001090716,0.05245761,0.004374307,0.01160418,0.1477755,0.6886486,0.002132217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8350673,0.0003230408,0.00686021,0.005673781,0.004493615,0.0003136837,0.0000416039,0.000568959,0.1466578],"genre_scores_gemma":[0.9968425,0.0001025401,0.00003557438,0.001894185,0.0002545468,0.00001050383,0.000001281949,0.000009675223,0.0008491942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6934687,"threshold_uncertainty_score":0.9031682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101883582936517,"score_gpt":0.4544596851829442,"score_spread":0.3525761022464272,"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."}}