{"id":"W3200866834","doi":"10.32393/csme.2021.189","title":"Optimization Of Porous Medium For Solar Radiation Capture","year":2021,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering. Volume 4","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Porous medium; Radiation; Environmental science; Computer science; Porosity; Astrobiology; Materials science; Physics; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003052957,0.0003200815,0.0003053565,0.0004764948,0.0003561363,0.0009225981,0.0003403815,0.0004340982,0.002507114],"category_scores_gemma":[0.0006398127,0.000199398,0.0005259382,0.000511019,0.000198332,0.0008102441,0.0004178966,0.0004988891,0.0005351474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004891192,"about_ca_system_score_gemma":0.000373807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141751,"about_ca_topic_score_gemma":0.004007554,"domain_scores_codex":[0.9998201,0.00001627436,0.0000117887,0.00003787036,0.00006726327,0.00004678854],"domain_scores_gemma":[0.9998287,0.00007234218,0.00002834985,0.00001093635,0.0000345945,0.00002511339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004397022,0.0003934309,0.0009927504,0.0009943052,0.00003781535,0.0002710583,0.00006323592,0.01731347,0.9459689,0.004348596,0.001719333,0.02745748],"study_design_scores_gemma":[0.00008414221,0.0008439221,0.001935472,0.00007038683,0.00007724851,0.0001506708,0.0001615155,0.05988983,0.9226676,0.0007929318,0.0132598,0.00006654044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512737,0.007410448,0.02038259,0.0004022019,0.0002479188,0.0001286879,0.0007161403,0.0002898434,0.01914852],"genre_scores_gemma":[0.9850116,0.002567632,0.009796911,0.00005331402,0.00002352176,0.00009832694,0.0002967385,0.00004488172,0.002107205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002507114,"threshold_uncertainty_score":0.008387148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007031477517004163,"score_gpt":0.2106899737584435,"score_spread":0.2036584962414393,"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."}}