{"id":"W4320305767","doi":"10.1353/plc.2022.0090","title":"Deflection Mechanism #1","year":2022,"lang":"en","type":"article","venue":"Pleiades","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nothing; Art; Art history; Poetry; Visual arts; History; Literature; Philosophy","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":[],"category_scores_codex":[0.00008208528,0.00002494578,0.00001946512,0.00001629496,0.0003315986,0.000007077012,0.00006383332,0.000005323687,0.0191454],"category_scores_gemma":[0.000009964584,0.00002257491,0.0000117399,0.000213919,0.00001285137,0.00007840666,0.00007740594,0.00005429783,0.0002377534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131857,"about_ca_system_score_gemma":0.000006462028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002209334,"about_ca_topic_score_gemma":0.0000305415,"domain_scores_codex":[0.9996635,0.000007494624,0.00005032177,0.0000725577,0.0001400516,0.00006604434],"domain_scores_gemma":[0.9999034,0.000007676767,0.00001773349,0.00005444611,0.000002128306,0.0000145666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001203787,0.0004308167,0.1054552,0.000003538607,0.0000152108,0.000001734247,0.001864215,0.003015537,0.1374887,0.6456761,0.08696605,0.01907095],"study_design_scores_gemma":[0.0001358336,0.0001246058,0.2113075,8.965325e-7,0.000004943745,0.0000273726,0.001446704,0.0009979208,0.006176878,0.1965462,0.5830486,0.0001825792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9305839,0.000004985742,0.0005706599,0.001225536,0.0002101247,0.00005251743,0.000003317464,0.00002675212,0.06732224],"genre_scores_gemma":[0.994009,0.000001211314,0.0008072206,0.0004835499,0.00002115593,0.00005670513,0.00000794924,0.000003230413,0.004610042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4960826,"threshold_uncertainty_score":0.9817512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573575208759352,"score_gpt":0.2476891686713945,"score_spread":0.231953416583801,"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."}}