{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001032259,0.0001246982,0.0002458201,0.00005040457,0.0001437395,0.00001930807,0.00006970926,0.00004884383,0.002394559],"category_scores_gemma":[0.00002226103,0.0001092473,0.0000845731,0.0001987124,0.000191609,0.0001103564,0.00001671724,0.0002388136,0.004614871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009094131,"about_ca_system_score_gemma":0.0000989371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01301143,"about_ca_topic_score_gemma":0.00003786983,"domain_scores_codex":[0.9989746,0.00006594776,0.0001869944,0.0002409516,0.0002452358,0.0002862985],"domain_scores_gemma":[0.9992746,0.00006085561,0.00003773403,0.0002800796,0.0001234076,0.0002233464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003983376,0.0005923273,0.1716954,0.0001404447,0.00016495,0.000006185395,0.002225145,0.000003107936,0.00007020615,0.0001676251,0.5934296,0.2314652],"study_design_scores_gemma":[0.0003863664,0.0001926772,0.6246735,0.00003319109,0.0000864651,0.00003983123,0.006091724,0.0002680246,0.00004789894,0.0001498425,0.3678239,0.0002065542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295833,0.0001810751,0.001670099,0.05053797,0.0008910167,0.0009811131,0.00001720261,0.000191071,0.01594713],"genre_scores_gemma":[0.9681842,0.0003208508,0.001735704,0.001358329,0.0004512428,0.0001912984,0.0000327609,0.00001953849,0.02770603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4529782,"threshold_uncertainty_score":0.9985174,"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."}}