{"id":"W2601008381","doi":"","title":"Charles M. Vest","year":2015,"lang":"en","type":"article","venue":"Proceedings of the American Philosophical Society: Held at Philadelphia for Promoting Useful Knowledge","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wife; Courage; Praise; Face (sociological concept); VEST; Law; Sociology; Management; Political science; History; Psychology; Social science; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008490662,0.0005106571,0.001092177,0.0002012001,0.00120933,0.0004801801,0.00484636,0.0002041165,0.0000258965],"category_scores_gemma":[0.01156336,0.0003209288,0.001106574,0.003527064,0.004162993,0.000769844,0.002272062,0.0008976976,0.0001283385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003449199,"about_ca_system_score_gemma":0.0004118716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001975709,"about_ca_topic_score_gemma":0.000004324521,"domain_scores_codex":[0.9928244,0.00009412541,0.001451836,0.001442841,0.002964878,0.001221917],"domain_scores_gemma":[0.9929439,0.001392515,0.001669206,0.0006204225,0.002514642,0.0008592982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001432793,0.002846876,0.1926963,0.00106752,0.0006741688,0.000003362784,0.0700521,0.0000764378,0.1745318,0.0849265,0.4372857,0.03440642],"study_design_scores_gemma":[0.002455831,0.001636557,0.01100895,0.0003894467,0.0001432411,0.0000714678,0.004716238,0.0169596,0.03826844,0.8083898,0.1145675,0.001392916],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8838903,0.0005745748,0.00004392973,0.1092989,0.0004467968,0.001184223,0.00005975016,0.0001583483,0.004343247],"genre_scores_gemma":[0.9951856,0.00005470144,0.001291801,0.0008448579,0.00152582,0.0001322832,0.00000259867,0.00006811674,0.0008942728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7234633,"threshold_uncertainty_score":0.9999243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1758086316783185,"score_gpt":0.4026686254524182,"score_spread":0.2268599937740997,"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."}}