{"id":"W4235021420","doi":"10.1080/00102202.2012.726801","title":"Preface","year":2012,"lang":"en","type":"article","venue":"Combustion Science and Technology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Materials science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001198727,0.0009535195,0.0005715766,0.002944173,0.002500598,0.002498699,0.00116764,0.0008437106,0.4220721],"category_scores_gemma":[0.009915173,0.0002400532,0.0005674097,0.00162932,0.0004914398,0.002006248,0.001890725,0.002487148,0.2901799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001604706,"about_ca_system_score_gemma":0.001881499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004786944,"about_ca_topic_score_gemma":0.005785302,"domain_scores_codex":[0.9993461,0.0000828163,0.00003731823,0.0001093025,0.0003706359,0.00005389257],"domain_scores_gemma":[0.9955237,0.000625537,0.0001488959,0.0004375239,0.002783922,0.0004804756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003043136,0.00002079542,0.0001060982,0.00008930654,0.000001903799,0.00003857399,0.00003930764,0.00006126089,0.0001580329,0.004205705,0.9556392,0.03960937],"study_design_scores_gemma":[0.000003511273,0.000009807616,0.0002614246,0.00008474564,0.00000161618,0.00002964707,0.00004517914,0.00002604763,0.0001412715,0.002485111,0.9969075,0.000004141688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00167923,0.01302382,0.0124389,0.02872722,0.2949392,0.0007739672,0.01590289,0.002112923,0.630402],"genre_scores_gemma":[0.006092318,0.004904848,0.003373668,0.006037015,0.03098333,0.000315582,0.008833949,0.0008989589,0.9385602],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5779279,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425585931599148,"score_gpt":0.2952373608798848,"score_spread":0.2709815015638933,"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."}}