{"id":"W4285826835","doi":"10.46692/9781529207514.004","title":"Biosensing Stress","year":2019,"lang":"en","type":"other","venue":"","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stress (linguistics); Computer science; Philosophy; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00239913,0.001878542,0.001180575,0.002423851,0.001090984,0.002954461,0.00143393,0.002682244,0.009043283],"category_scores_gemma":[0.004851737,0.000624135,0.001071382,0.001768915,0.002047927,0.002330045,0.00307065,0.00251025,0.004885352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120808,"about_ca_system_score_gemma":0.00129092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001426519,"about_ca_topic_score_gemma":0.002113136,"domain_scores_codex":[0.9970605,0.0005002986,0.0001552449,0.0007856514,0.001301766,0.0001965729],"domain_scores_gemma":[0.9978992,0.0006316637,0.0002807218,0.0002052064,0.000849387,0.0001338826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009875813,0.0004741991,0.01739491,0.007805519,0.0004107394,0.0009484565,0.003833558,0.001136604,0.3698413,0.03770287,0.06767438,0.4917899],"study_design_scores_gemma":[0.0001285519,0.001996639,0.02005705,0.002033466,0.0004388336,0.002662292,0.003165339,0.003288303,0.2873954,0.02550985,0.6529141,0.0004101504],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.1502291,0.3182779,0.27269,0.02601137,0.03041506,0.002793643,0.01772303,0.005475991,0.1763838],"genre_scores_gemma":[0.5426822,0.1705066,0.1514087,0.02192731,0.01033706,0.004053911,0.009574725,0.0008753464,0.08863419],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009043283,"threshold_uncertainty_score":0.03025275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009134787178632487,"score_gpt":0.2650213419172861,"score_spread":0.2558865547386536,"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."}}