{"id":"W3212906510","doi":"10.1017/pls.2021.31","title":"Direct assessment of individual connotation and experience","year":2021,"lang":"en","type":"article","venue":"Politics and the Life Sciences","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Deutsche Forschungsgemeinschaft","keywords":"Connotation; Cognition; Computer science; Data science; Bridge (graph theory); Representation (politics); Valence (chemistry); Human–computer interaction; Cognitive science; Psychology","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":[0.0008670404,0.00005159602,0.0001021904,0.00004358442,0.0003435201,0.0002230455,0.000319824,0.00001137549,0.000003061924],"category_scores_gemma":[0.0002789683,0.00003278028,0.00001698387,0.0003532436,0.001197063,0.0003228124,0.0003298873,0.00003537775,2.874606e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002626848,"about_ca_system_score_gemma":0.0002053453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004749633,"about_ca_topic_score_gemma":0.000005283599,"domain_scores_codex":[0.9990812,0.00008352845,0.0001263259,0.0002221979,0.0003218008,0.0001649757],"domain_scores_gemma":[0.9992918,0.000376482,0.00006237413,0.0001109853,0.00009034568,0.00006796286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[2.3375e-7,0.00000772683,0.003278365,0.000004629484,0.000003882682,8.460997e-7,0.003283552,0.000002867646,0.0001997985,0.9903537,0.000008491268,0.002855884],"study_design_scores_gemma":[0.00223866,0.0002772439,0.4878058,0.0001632682,0.00006034111,0.000098499,0.02313874,0.1240647,0.01898059,0.3391905,0.003372316,0.0006093624],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259134,0.001509897,0.03338308,0.005761036,0.0003148321,0.0001231816,0.000006819395,0.00002358331,0.03296421],"genre_scores_gemma":[0.9942548,0.0001484531,0.004567311,0.0009615878,0.00001860193,0.000004613933,2.396591e-7,7.135534e-7,0.00004372448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6511632,"threshold_uncertainty_score":0.441063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04625870239483821,"score_gpt":0.3326164341913239,"score_spread":0.2863577317964857,"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."}}