{"id":"W6954783689","doi":"10.57912/23835231","title":"Survey of the schools of Lebanon County, Pennsylvania","year":2023,"lang":"en","type":"dissertation","venue":"American University Research Archive","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Square (algebra); Quarter (Canadian coin); Data collection; Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016194,0.00009951227,0.0003059465,0.0003424934,0.0009216806,0.00001773962,0.001070175,0.00005772039,0.00007545314],"category_scores_gemma":[0.001113107,0.00007667674,0.0001359619,0.002275268,0.002290417,0.00007044854,0.0002617816,0.0005314429,0.00005261823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002045407,"about_ca_system_score_gemma":0.002385773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5098395,"about_ca_topic_score_gemma":0.3358562,"domain_scores_codex":[0.9967923,0.001210123,0.000154275,0.0002402982,0.001229485,0.0003735846],"domain_scores_gemma":[0.9971748,0.0009224949,0.0003444047,0.0002988951,0.001145942,0.0001134566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001260575,0.000545208,0.4332282,0.0002877157,0.001127207,0.0000190945,0.2364052,0.00001443189,0.0005171447,0.02457063,0.2574428,0.04458183],"study_design_scores_gemma":[0.00009296732,0.00007352117,0.5810235,0.00009362761,0.00001597951,2.36846e-8,0.394654,0.000001422933,0.00002231635,0.0001945684,0.02374439,0.00008370184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8106716,0.00004033519,0.000002379167,0.0003291742,0.0006387144,0.0006026599,0.001102447,0.00002335768,0.1865894],"genre_scores_gemma":[0.928529,0.002797517,0.00003224186,0.000006486765,0.0000549526,0.000001300586,0.0002706758,0.0000155251,0.06829228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2336984,"threshold_uncertainty_score":0.8439136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06963870158816574,"score_gpt":0.3905994505229811,"score_spread":0.3209607489348153,"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."}}