{"id":"W4386718385","doi":"10.3998/phimp.3806","title":"Jeffrey Pooling","year":2023,"lang":"en","type":"article","venue":"Philosophers Imprint","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pooling; Order (exchange); Natural (archaeology); Computer science; Mathematical economics; Psychology; Artificial intelligence; Mathematics; Economics; History","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":[0.0001075171,0.00009210291,0.0001019456,0.00003831321,0.0001228849,0.00004083385,0.0001453629,0.0000237841,0.0002350506],"category_scores_gemma":[0.000005186334,0.00009386639,0.0000878447,0.0002182145,0.0000355146,0.00006147557,0.00008883666,0.0001136099,0.0007527807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001600743,"about_ca_system_score_gemma":0.00002548736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001271841,"about_ca_topic_score_gemma":5.706922e-7,"domain_scores_codex":[0.9993478,0.00001330334,0.0001365313,0.0001658306,0.0001095856,0.0002269205],"domain_scores_gemma":[0.9996477,0.00002749956,0.00004286512,0.0001724017,0.00003030511,0.00007916417],"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":[0.000004826294,0.00004648439,0.03770431,0.00001029052,0.00007536625,0.000003788403,0.0007952769,0.001860612,0.00156678,0.9326481,0.0005891454,0.02469499],"study_design_scores_gemma":[0.0005741515,0.0000334585,0.02224877,0.00003044173,0.00001579145,4.271895e-7,0.0007165953,0.01766384,0.0007996808,0.9481091,0.009317271,0.0004905058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9124062,0.00001384506,0.001709831,0.00245758,0.0006732192,0.0001625673,0.00002860242,0.0002911506,0.08225697],"genre_scores_gemma":[0.9988797,0.000003542441,0.0001468738,0.0001085574,0.000529695,0.00001612711,0.00001746316,0.00001575259,0.0002822382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08647352,"threshold_uncertainty_score":0.9675725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135858428152408,"score_gpt":0.294903292211909,"score_spread":0.2735447079303849,"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."}}