{"id":"W4406571477","doi":"10.1016/j.ynpm.2015.06.008","title":"10.1016/j.ynpm.2015.06.008","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Oxygenation; Infrared; Spectroscopy; Near-infrared spectroscopy; Materials science; Medicine; Optoelectronics; Anesthesia; Optics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005163028,0.001037833,0.0004494988,0.001208983,0.0006127532,0.001927579,0.0008855559,0.00267117,0.8264669],"category_scores_gemma":[0.0009571434,0.0003065928,0.0004314233,0.0004590153,0.0007399357,0.001859916,0.0007984712,0.001169349,0.7579426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005982333,"about_ca_system_score_gemma":0.0008686226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001447393,"about_ca_topic_score_gemma":0.001334506,"domain_scores_codex":[0.9997794,0.00001970891,0.00002007277,0.00007266469,0.00005850433,0.00004968717],"domain_scores_gemma":[0.9992442,0.000125477,0.00009721168,0.00004073782,0.000170455,0.0003218931],"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":[0.0003846661,0.0003329616,0.005975434,0.0006071591,0.00004562009,0.0008906822,0.0001138663,0.0002844841,0.001960913,0.003932101,0.1734035,0.8120687],"study_design_scores_gemma":[0.00008758823,0.0002937793,0.0087295,0.001385201,0.00006830076,0.009107133,0.0003413631,0.000762781,0.00152103,0.005574413,0.9720874,0.0000414786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01057329,0.01935383,0.007363503,0.007124361,0.003290819,0.0001467383,0.002151365,0.002465739,0.9475304],"genre_scores_gemma":[0.03337355,0.007506457,0.004554796,0.002870334,0.001464383,0.0001257135,0.001682605,0.0003444319,0.9480776],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1735331,"threshold_uncertainty_score":0.247524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004889294721792636,"score_gpt":0.1654286579990216,"score_spread":0.160539363277229,"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."}}