{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002875223,0.0007756862,0.0004565091,0.001524948,0.01438023,0.006055696,0.001496183,0.007098179,0.03383844],"category_scores_gemma":[0.01623368,0.0003172453,0.0006024925,0.002141095,0.006105054,0.004240826,0.007130649,0.01193876,0.005098548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005966929,"about_ca_system_score_gemma":0.003184787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008980021,"about_ca_topic_score_gemma":0.01574428,"domain_scores_codex":[0.9962819,0.002272083,0.00008082891,0.0001893992,0.0004620756,0.0007136345],"domain_scores_gemma":[0.9956747,0.002559104,0.0001805019,0.0001966038,0.0005057969,0.0008833786],"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":[0.0001895495,0.0002507712,0.0005327407,0.0001604627,0.000007945368,0.007921083,0.2274292,0.00026919,0.00058257,0.4598131,0.2817113,0.02113206],"study_design_scores_gemma":[0.00004328353,0.00004461676,0.0005475881,0.000243234,0.000004649146,0.002116948,0.1945743,0.0002839162,0.0001908709,0.04328348,0.7586312,0.00003591148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1113981,0.002861908,0.007934226,0.2795819,0.009629715,0.0008264334,0.000910781,0.0002762996,0.5865807],"genre_scores_gemma":[0.6528473,0.003220384,0.008036727,0.06847864,0.001233732,0.001250736,0.0006036632,0.0002275915,0.2641012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03383844,"threshold_uncertainty_score":0.1132009,"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."}}