{"id":"W2591694396","doi":"10.12688/f1000research.10554.2","title":"Heat remains unaccounted for in thermal physiology and climate change research","year":2017,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Horizon 2020; European Commission","keywords":"Climate change; Global warming; Environmental science; Earth system science; Climatology; Earth science; Natural resource economics; Meteorology; Ecology; Geography; Biology; Geology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01940433,0.0009061344,0.002060501,0.001922878,0.001774148,0.006417659,0.001373042,0.004002019,0.003894512],"category_scores_gemma":[0.03641335,0.0004842029,0.0007489467,0.002972705,0.01483767,0.009090418,0.003985774,0.006318213,0.001552233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004888207,"about_ca_system_score_gemma":0.006318821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007899178,"about_ca_topic_score_gemma":0.006912497,"domain_scores_codex":[0.9908527,0.004618818,0.0004788752,0.001866473,0.00175822,0.0004250318],"domain_scores_gemma":[0.9778501,0.01425799,0.001455905,0.002883468,0.002833326,0.0007191925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005844564,0.0000712776,0.01918167,0.007151206,0.0005807644,0.000866414,0.01116853,0.004196983,0.00349203,0.3617113,0.1470623,0.4439331],"study_design_scores_gemma":[0.0000273609,0.0000916129,0.02909373,0.004819539,0.0001343349,0.0004271873,0.005093364,0.0008498584,0.001385326,0.4603012,0.4976046,0.0001717716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.01713163,0.5677867,0.01344639,0.3617849,0.0240362,0.00003299266,0.0009012818,0.0001716768,0.01470828],"genre_scores_gemma":[0.3553686,0.5136826,0.01681141,0.05815748,0.041118,0.00019462,0.001100664,0.0003494087,0.01321725],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01940433,"threshold_uncertainty_score":0.1026212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.422089641642224,"score_gpt":0.5063965589929006,"score_spread":0.08430691735067664,"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."}}