{"id":"W4285826862","doi":"10.51952/9781529207514.ch002","title":"Biosensing Stress","year":2019,"lang":"en","type":"book-chapter","venue":"Bristol University Press eBooks","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosensor; Materials science; Nanotechnology","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":[0.002440698,0.001900887,0.001199975,0.002440638,0.001094011,0.002993925,0.001441912,0.002694967,0.009194598],"category_scores_gemma":[0.004982771,0.0006278764,0.001089647,0.001776028,0.002047291,0.002350672,0.003092088,0.002542216,0.004983761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001208007,"about_ca_system_score_gemma":0.001293999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418995,"about_ca_topic_score_gemma":0.002130224,"domain_scores_codex":[0.9970019,0.0005102801,0.0001575349,0.0007981276,0.001333116,0.0001989523],"domain_scores_gemma":[0.9978355,0.0006519247,0.0002860184,0.0002124446,0.0008783592,0.0001357438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001002249,0.0004888441,0.01765138,0.007962205,0.000422325,0.0009544195,0.003869612,0.001150629,0.3657737,0.03798092,0.06866078,0.494083],"study_design_scores_gemma":[0.0001300572,0.002021796,0.02007302,0.002087027,0.0004441715,0.002673608,0.003197483,0.003347282,0.2846172,0.02585045,0.6551418,0.0004160807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.149442,0.3173589,0.2734301,0.02590239,0.03066942,0.002820095,0.01792609,0.005438942,0.1770122],"genre_scores_gemma":[0.5407349,0.1706385,0.1520509,0.02202184,0.01041853,0.004093584,0.009803687,0.0008956144,0.08934254],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009194598,"threshold_uncertainty_score":0.03075892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886277616040138,"score_gpt":0.2135853210220167,"score_spread":0.1947225448616153,"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."}}