{"id":"W4392459392","doi":"10.1353/psg.2023.a920310","title":"Schematic","year":2023,"lang":"en","type":"article","venue":"Prairie schooner","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Schematic; Engineering; Electrical engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001757789,0.0000446571,0.00003821827,0.00003041053,0.00009942891,0.00001798896,0.00009161779,0.00002008362,0.004502026],"category_scores_gemma":[0.0001473381,0.00003364636,0.00001821176,0.0006851154,0.0000495714,0.000234851,0.00006759002,0.00006512623,0.03265492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003953008,"about_ca_system_score_gemma":0.0000118128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002416221,"about_ca_topic_score_gemma":0.00001254175,"domain_scores_codex":[0.9994753,0.000005415451,0.00009612829,0.0001074468,0.0001810521,0.000134684],"domain_scores_gemma":[0.999769,0.00002114014,0.00002333431,0.0001349674,0.000006848805,0.0000447227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000001469764,0.00005370838,0.1203861,0.000006668842,0.000007655332,0.000001579116,0.0002095247,0.0002339813,0.006780047,0.01966821,0.8438969,0.008754093],"study_design_scores_gemma":[0.00008372251,0.00001036139,0.5441881,0.00000549787,0.000002566123,0.000002115164,0.0001241759,0.0003527821,0.0005625617,0.01644268,0.4381194,0.0001060347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8277556,0.000005340188,0.0001894078,0.01311802,0.0001669113,0.00009303704,0.000001916562,0.000136005,0.1585338],"genre_scores_gemma":[0.9582882,0.000002541015,0.001944201,0.0007602084,0.00005836096,0.00004524619,0.00001949416,0.000008749513,0.03887303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4238019,"threshold_uncertainty_score":0.996408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425505993931624,"score_gpt":0.2815983568797013,"score_spread":0.257343296940385,"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."}}