{"id":"W7006858716","doi":"","title":"What Should Regulators Do About Pilot Depression?","year":2016,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Medical and Agricultural Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; German; Mental health; Notice; Aviation; Punitive damages","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":[0.0008034902,0.0001523281,0.0002139155,0.00002575955,0.00101156,0.0003143798,0.0004715076,0.0001069781,0.003186967],"category_scores_gemma":[0.001361584,0.00006929206,0.00009213929,0.0002484758,0.0006971293,0.000985034,0.0002018438,0.0002103161,0.0009236353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074881,"about_ca_system_score_gemma":0.00009310077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001919502,"about_ca_topic_score_gemma":0.004447353,"domain_scores_codex":[0.9972931,0.0002481098,0.0002184636,0.000366128,0.001211111,0.0006631622],"domain_scores_gemma":[0.998366,0.0004590731,0.00006137718,0.0002279479,0.000159871,0.0007257558],"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":[0.0001271258,0.0002814221,0.02264855,0.00004983426,0.0001263205,0.00006228471,0.002392698,7.363149e-7,0.009577634,0.4218799,0.344713,0.1981405],"study_design_scores_gemma":[0.0004538569,0.00007681624,0.01840052,0.0004664455,0.000009385277,7.247745e-7,0.001746583,3.014589e-7,0.001036151,0.01193522,0.9656431,0.0002309112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7353082,0.01144832,0.0000502968,0.1224199,0.003273418,0.0009877214,0.00002227932,0.0005225485,0.1259673],"genre_scores_gemma":[0.9422441,0.005571245,0.00006009974,0.001182552,0.001225625,0.00005709049,0.000001499231,0.000008658429,0.04964913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6209301,"threshold_uncertainty_score":0.9998543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04308169513231801,"score_gpt":0.3327214505409826,"score_spread":0.2896397554086645,"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."}}