{"id":"W7033457717","doi":"","title":"A portable monitor for automated, on-line cardiorespiratory state classification /","year":2006,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Fossil Insects in Amber","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiorespiratory fitness; Apnea; Gold standard (test); Ventilation (architecture); Remote patient monitoring","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008148807,0.0008437904,0.0008030627,0.0001119811,0.001363959,0.0001854103,0.0007436415,0.0009705431,0.000161284],"category_scores_gemma":[0.000500391,0.0004455311,0.0004909456,0.0007924796,0.00007157432,0.0004433959,0.0000527442,0.0009224082,0.0003044571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005855703,"about_ca_system_score_gemma":0.00003789474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009141828,"about_ca_topic_score_gemma":0.004371819,"domain_scores_codex":[0.9955004,0.0002630312,0.001040726,0.001381081,0.0008933542,0.0009214425],"domain_scores_gemma":[0.9972072,0.0004803448,0.0008329927,0.0003713471,0.0008141348,0.0002939884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007286205,0.0005994039,0.00009481883,0.0002674723,0.0002363318,0.00005056528,0.000003676045,0.0003979166,0.5034735,0.006733432,0.001126909,0.4862874],"study_design_scores_gemma":[0.001530785,0.002072955,0.05044828,0.0007140361,0.0004027387,0.00002115553,0.0003109792,0.001009239,0.2376145,0.009917448,0.6925537,0.003404119],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434363,0.0002317138,4.49403e-8,0.00002456061,0.001876019,0.001425581,0.005806367,0.001090357,0.04610908],"genre_scores_gemma":[0.9669604,0.00006429903,0.0003020756,0.0002783166,0.0003753446,0.0007613469,0.007017778,0.00004015972,0.02420022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6914268,"threshold_uncertainty_score":0.9999361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03621195137798331,"score_gpt":0.2673487281862286,"score_spread":0.2311367768082453,"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."}}