{"id":"W2166697066","doi":"10.1093/analys/anq039","title":"Science without Representation","year":2010,"lang":"en","type":"article","venue":"Analysis","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut Périmètre de physique théorique; Industry Canada; Government of Canada; National Science Foundation","keywords":"Representation (politics); Computer science; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01544879,0.001265012,0.001115697,0.002249016,0.002913821,0.01096344,0.002497773,0.006579173,0.02027809],"category_scores_gemma":[0.03406369,0.0006847153,0.001047352,0.002348089,0.01849473,0.02701752,0.007711996,0.008492962,0.01102186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004115857,"about_ca_system_score_gemma":0.005189836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003411495,"about_ca_topic_score_gemma":0.001434056,"domain_scores_codex":[0.9851897,0.007211249,0.001472974,0.002302291,0.003076012,0.0007477846],"domain_scores_gemma":[0.9846926,0.005902249,0.001149581,0.0054248,0.002355897,0.0004748748],"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":[0.000008629471,0.000005177344,0.00005833379,0.00006782907,0.000008577672,0.00002472582,0.0005881363,0.0001208213,0.0000401672,0.9832472,0.00968459,0.00614581],"study_design_scores_gemma":[0.000008243201,0.000007075612,0.00003737983,0.0001386791,0.000007408639,0.00007119348,0.0003017416,0.0003509155,0.00009662305,0.8152004,0.183768,0.00001233282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004956493,0.0183748,0.3159285,0.1647492,0.01100391,0.0004356903,0.002709544,0.0008517245,0.4809902],"genre_scores_gemma":[0.4835949,0.02525695,0.2190021,0.06444965,0.01154689,0.002802092,0.007343921,0.001194384,0.1848091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9970862,"threshold_uncertainty_score":0.08170199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09107135628098076,"score_gpt":0.5196626170147759,"score_spread":0.4285912607337952,"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."}}