{"id":"W2913939165","doi":"10.1038/s41562-018-0522-1","title":"A problem in theory","year":2019,"lang":"en","type":"review","venue":"Nature Human Behaviour","topic":"Cultural Differences and Values","field":"Psychology","cited_by":649,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute for Advanced Research","funders":"","keywords":"Scrutiny; Epistemology; Dual (grammatical number); Empirical research; Computer science; Set (abstract data type); Management science; Sociology; Data science; Cognitive science; Psychology; Political science","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":[0.03403568,0.00111839,0.00409404,0.004569813,0.003893283,0.009089245,0.00438878,0.007346164,0.03018998],"category_scores_gemma":[0.05913157,0.0007006971,0.001524331,0.003870794,0.03642225,0.01919323,0.00757595,0.01945006,0.006569671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006622372,"about_ca_system_score_gemma":0.01450473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006617185,"about_ca_topic_score_gemma":0.005064677,"domain_scores_codex":[0.9803776,0.009440889,0.001094233,0.003145862,0.0053097,0.0006317837],"domain_scores_gemma":[0.929262,0.0547754,0.001937286,0.005592002,0.006720841,0.001712534],"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":[0.00003431064,0.00003158632,0.0001882397,0.0011275,0.00009267151,0.00003900056,0.0008615783,0.00022464,0.0000243022,0.8490412,0.09915113,0.04918395],"study_design_scores_gemma":[0.00003443879,0.00002443753,0.0001395869,0.001448511,0.00003181868,0.00006431718,0.000666475,0.0002434427,0.00002471503,0.8065014,0.1908066,0.00001423217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001268077,0.1657846,0.02862101,0.7044723,0.03544619,0.00009311865,0.000367104,0.000203824,0.0637438],"genre_scores_gemma":[0.1550886,0.130709,0.02717466,0.5821265,0.07242189,0.001060695,0.0006191254,0.0003695778,0.03042989],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03403568,"threshold_uncertainty_score":0.1799999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601383775781098,"score_gpt":0.4877672633285746,"score_spread":0.3276288857504648,"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."}}