{"id":"W6974080029","doi":"10.57912/23835231.v1","title":"Survey of the schools of Lebanon County, Pennsylvania","year":2023,"lang":"en","type":"article","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001715626,0.0000430637,0.0001355909,0.0001968354,0.0007438975,0.000009805659,0.0006577737,0.00001450802,0.00005744404],"category_scores_gemma":[0.0007282216,0.0000312909,0.00006101072,0.002755914,0.003341107,0.00007595102,0.0004706268,0.0001958107,0.00005890517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009552113,"about_ca_system_score_gemma":0.0007670288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2484856,"about_ca_topic_score_gemma":0.03323674,"domain_scores_codex":[0.9978358,0.0009170907,0.00007996366,0.0001329836,0.0007258907,0.0003082596],"domain_scores_gemma":[0.9983894,0.0007345966,0.0001014015,0.0002051609,0.0004777428,0.0000917168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001172039,0.000107914,0.8532835,0.00001335624,0.000109897,0.000004615249,0.02969865,0.00001475589,0.0003614566,0.01904494,0.0868782,0.0103655],"study_design_scores_gemma":[0.0001023839,0.00006383232,0.7888998,0.00001561011,0.000003609476,3.942545e-8,0.1560824,0.000009615151,0.00002653133,0.0002620796,0.05449071,0.00004335297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9110218,0.000008502092,0.00001182355,0.001342665,0.0001201504,0.000240794,0.0003310642,0.00001912051,0.08690406],"genre_scores_gemma":[0.9941447,0.0007209289,0.00003498455,0.00001054496,0.00002065939,3.402548e-7,0.000008821457,0.000003219398,0.005055846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2152488,"threshold_uncertainty_score":0.9993712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0878876933574262,"score_gpt":0.3816893966928882,"score_spread":0.293801703335462,"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."}}