{"id":"W4313179912","doi":"10.2139/ssrn.4278943","title":"Vignettes of Insight","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Philosophical Ethics and Theory","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001223906,0.00006824832,0.0001158299,0.00008322224,0.0005767209,0.00002683413,0.0002342229,0.00001534145,0.002071472],"category_scores_gemma":[0.00002364156,0.0000574177,0.00009679387,0.00003362968,0.0001379918,0.0000743338,0.0000692602,0.001945877,0.000009947377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001675967,"about_ca_system_score_gemma":0.0006386114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004416213,"about_ca_topic_score_gemma":0.0002295609,"domain_scores_codex":[0.9986647,0.0001076293,0.0001894162,0.00007741483,0.0002613299,0.0006995118],"domain_scores_gemma":[0.999646,0.0000604537,0.000116223,0.00008744095,0.0000583568,0.00003149187],"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":[0.00002798898,0.00006013797,0.000008466522,0.000002675815,0.00005995826,0.000001977536,0.003151197,0.00001290691,0.0001195596,0.9945236,0.00004593419,0.001985552],"study_design_scores_gemma":[0.0001903731,0.0003401019,0.00000305344,0.000002725558,0.000011855,0.00005234717,0.003003216,0.00001215036,0.00002703062,0.891037,0.1052542,0.00006585574],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4530099,0.01626401,0.0002528565,0.01811968,0.001688669,0.0001858648,0.00004514999,0.00007273868,0.5103611],"genre_scores_gemma":[0.9965615,0.0004061174,0.000001998086,0.000455938,0.0005016862,0.000003706705,0.000002273244,0.00001207475,0.00205466],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5435516,"threshold_uncertainty_score":0.9988407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783986768813888,"score_gpt":0.2165527169253113,"score_spread":0.1987128492371724,"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."}}