{"id":"W7097157731","doi":"","title":"MICROMECHANICS MODELING OF THE ELECTRICAL CONDUCTIVITY OF","year":2014,"lang":"en","type":"article","venue":"","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Micromechanics; Inclusion (mineral); Electrical resistivity and conductivity; Work (physics); Field (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.00007506744,0.00004780155,0.00009733804,0.00003302021,0.000009109026,0.00000106998,0.00009941801,0.00004806768,0.00002100022],"category_scores_gemma":[0.00004247307,0.00003746681,0.00003067814,0.000133245,0.00001494123,0.00002744418,0.00001782328,0.0000742121,8.236598e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001048524,"about_ca_system_score_gemma":0.000004131206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004236691,"about_ca_topic_score_gemma":0.000001136849,"domain_scores_codex":[0.9996865,0.00001045506,0.0001295783,0.0000448274,0.00005048338,0.00007811324],"domain_scores_gemma":[0.9997718,0.00002965506,0.00001436818,0.0001466451,0.00002573006,0.00001173926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[3.547647e-7,0.000003497074,0.00004679588,0.00001242071,0.000007701597,7.139962e-9,0.00002015043,0.9414393,0.04812156,0.01018545,0.0000210286,0.0001417803],"study_design_scores_gemma":[0.0000590673,0.000005020331,0.00002148582,0.000003387762,0.000004251545,0.000001265275,0.00000398319,0.9142619,0.08519717,0.0003786078,0.00002938504,0.0000344628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2230434,0.0000278999,0.7748148,0.00001263182,0.0001564447,0.00003215122,6.97846e-7,0.00006247258,0.001849455],"genre_scores_gemma":[0.9900066,0.000005160487,0.009934408,0.000005397668,0.0000107989,0.000001291667,2.275814e-7,0.00001057263,0.0000255585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7669632,"threshold_uncertainty_score":0.1527852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007163255604706394,"score_gpt":0.1818330675645413,"score_spread":0.1746698119598349,"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."}}