{"id":"W4235556891","doi":"10.1002/2013eo12","title":"Eos, Transactions, American Geophysical Union Volume 94, Number 12, 19 March 2013","year":2013,"lang":"en","type":"article","venue":"Eos","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Volume (thermodynamics); Citation; Computer science; Geophysics; Library science; Geology; Physics; Thermodynamics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00170601,0.0008210881,0.0007798761,0.003016897,0.001542795,0.0050043,0.0007890562,0.001643065,0.0844446],"category_scores_gemma":[0.003877579,0.0004209972,0.0005175903,0.004725094,0.001754443,0.002459752,0.002482025,0.002608413,0.01885131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002115623,"about_ca_system_score_gemma":0.005281504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03300223,"about_ca_topic_score_gemma":0.06321224,"domain_scores_codex":[0.9990589,0.00009373231,0.00008918242,0.00007111734,0.000605989,0.0000810774],"domain_scores_gemma":[0.9982349,0.0001402746,0.0000855831,0.0002718357,0.001142527,0.0001248729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002262099,0.00006193843,0.00598326,0.0003733741,0.00008539348,0.0001846481,0.0001322267,0.001981409,0.001503417,0.00744889,0.8420664,0.1399528],"study_design_scores_gemma":[0.0000302771,0.00001851311,0.01078523,0.0001944385,0.00003664222,0.0001199005,0.0006598437,0.001392246,0.00088895,0.00604977,0.9798031,0.00002100887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02578321,0.01624648,0.01351728,0.03928955,0.08479927,0.0001672939,0.02658683,0.002862804,0.7907472],"genre_scores_gemma":[0.2230897,0.02548393,0.01690944,0.004354949,0.008774105,0.000156938,0.02450696,0.002922156,0.6938018],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9155554,"threshold_uncertainty_score":0.2824953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04208837301365576,"score_gpt":0.324934140466589,"score_spread":0.2828457674529333,"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."}}