{"id":"W7058080169","doi":"","title":"Linking Rates of Diffusion and Consumption in Relationto Resources","year":2011,"lang":"en","type":"article","venue":"Digital Commons - USU (Utah State University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Consumption (sociology); Diffusion; Premise; Resource (disambiguation); Simple (philosophy); Random walk; Movement (music)","routes":{"ca_aff":true,"ca_fund":true,"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":[],"category_scores_codex":[0.00005768247,0.00007751075,0.0001090028,0.0002665491,0.00006479296,0.00003394196,0.0001095496,0.00001983232,0.002042922],"category_scores_gemma":[0.000004680166,0.00008328626,0.00002799316,0.0002011931,0.0001042716,0.0001232591,0.000197274,0.00009780553,0.000007075382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000788069,"about_ca_system_score_gemma":0.00001507416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001056109,"about_ca_topic_score_gemma":0.0003751406,"domain_scores_codex":[0.9994668,0.00003529411,0.0001305425,0.0001355148,0.0001030741,0.0001287987],"domain_scores_gemma":[0.9996265,0.00009068432,0.00007100211,0.0001165426,0.00004084378,0.00005438106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007196006,0.00008754936,0.9347425,0.0000146116,0.00001153331,0.000007404723,0.001488624,0.000002404065,0.0002251385,0.004447193,0.00002290501,0.05887824],"study_design_scores_gemma":[0.001624082,0.0001789229,0.9477077,0.000132623,0.00001625955,4.798532e-7,0.00312399,0.000932774,0.0005835423,0.001739798,0.04371763,0.0002422479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.820732,0.00001149801,0.0002135293,0.00002898532,0.000008881097,0.0001230026,0.00003911267,0.000008954405,0.1788341],"genre_scores_gemma":[0.9953107,0.000009550502,0.00005722556,0.000001569076,0.000004216497,4.112916e-7,0.00003059371,0.000004074912,0.004581633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1745787,"threshold_uncertainty_score":0.9988694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662778313661529,"score_gpt":0.2260965025934769,"score_spread":0.1994687194568616,"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."}}