{"id":"W2463723611","doi":"","title":"Fundamentals of a Volume Market Engine","year":2010,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Volume (thermodynamics); Computer science; Physics; Thermodynamics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005210042,0.000492474,0.0005349286,0.0009744011,0.000860628,0.003335583,0.001533393,0.001625961,0.02621826],"category_scores_gemma":[0.00144372,0.0004584842,0.0005987597,0.0005943406,0.001240664,0.004193746,0.002187321,0.001295821,0.005579356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007039866,"about_ca_system_score_gemma":0.0006405801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082028,"about_ca_topic_score_gemma":0.0006605715,"domain_scores_codex":[0.9995782,0.0000547955,0.00002282873,0.00006321743,0.0002216648,0.00005925557],"domain_scores_gemma":[0.9997326,0.0000864632,0.00002080971,0.00004457014,0.00007223864,0.00004328744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002623558,0.00004241108,0.0001390117,0.00003449542,0.000005988772,0.0001350578,0.0000768688,0.009390556,0.003513497,0.9637721,0.003956476,0.0189072],"study_design_scores_gemma":[0.00003649074,0.000117824,0.0004318299,0.00005012815,0.00001216641,0.0004172407,0.00008452629,0.1999881,0.005311074,0.6779384,0.1155624,0.00004975347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0270511,0.003155633,0.460925,0.004419815,0.001311424,0.0002606372,0.0004506477,0.001111642,0.5013142],"genre_scores_gemma":[0.6586348,0.003810266,0.09570021,0.0005789707,0.001264728,0.0002935273,0.0003574151,0.0005351908,0.2388248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02621826,"threshold_uncertainty_score":0.08770883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007852803405175086,"score_gpt":0.2219706554422136,"score_spread":0.2141178520370385,"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."}}