{"id":"W7033953102","doi":"","title":"From Serving the Needs of the Few to Serving the Needs of the Many","year":2023,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Visibility; Rural area; Service provider; Legal service; Space (punctuation)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003969071,0.0007753323,0.0007075904,0.0009842034,0.01144214,0.01000602,0.001931608,0.005415017,0.04133887],"category_scores_gemma":[0.007144358,0.0005751421,0.0005891712,0.0008657983,0.005647404,0.009261873,0.02337945,0.01028722,0.0175973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004718486,"about_ca_system_score_gemma":0.0203061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334593,"about_ca_topic_score_gemma":0.04296457,"domain_scores_codex":[0.994845,0.001465986,0.0002249636,0.000598366,0.001370992,0.001494671],"domain_scores_gemma":[0.9786391,0.001175949,0.0004351157,0.0005590624,0.002963018,0.01622773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001636758,0.0003304549,0.006520063,0.001396124,0.00005457745,0.00123425,0.03419922,0.0002133253,0.004370854,0.04331177,0.7190278,0.1891778],"study_design_scores_gemma":[0.00002141922,0.0001441485,0.003143892,0.0008159311,0.0000171497,0.0009336083,0.03619416,0.0001251111,0.0003790734,0.008890945,0.9492915,0.00004295825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03752657,0.01064769,0.00666768,0.693944,0.009850562,0.0003624017,0.0004635928,0.0005004935,0.240037],"genre_scores_gemma":[0.1950933,0.02197851,0.01671914,0.3600591,0.004213015,0.0005135938,0.0007318229,0.0007383255,0.3999532],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04133887,"threshold_uncertainty_score":0.1382923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03640693539043314,"score_gpt":0.2405082681920748,"score_spread":0.2041013328016416,"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."}}