{"id":"W4240364847","doi":"10.1016/j.partic.2011.09.001","title":"Preface","year":2011,"lang":"en","type":"article","venue":"Particuology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001417871,0.00006954312,0.0001002062,0.00003626574,0.00002969559,0.000002589616,0.0001213293,0.00005007385,0.003911792],"category_scores_gemma":[0.00009367318,0.00006235123,0.00002514836,0.0001019022,0.0001281123,0.00005446966,0.00004723654,0.00006494437,0.06381014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001440934,"about_ca_system_score_gemma":0.00001440025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004431703,"about_ca_topic_score_gemma":0.0000424284,"domain_scores_codex":[0.999265,0.00008561303,0.0001169992,0.0001629952,0.00005318573,0.0003161737],"domain_scores_gemma":[0.9995742,0.00002732266,0.00003574181,0.0002577879,0.00002726728,0.00007769408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004733833,0.0009510107,0.5556319,0.00001789733,0.0001862037,0.0001888625,0.0132787,0.00001733766,0.1498742,0.2081091,0.06754971,0.003721816],"study_design_scores_gemma":[0.001104462,0.0004171561,0.6529435,0.000004538871,0.00008755004,0.0001468305,0.0002046541,0.0004271958,0.2238688,0.02495884,0.09538719,0.000449277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8634743,0.00005499112,0.0001973326,0.00006353781,0.000185415,0.0000807242,0.000002932977,0.0002331731,0.1357076],"genre_scores_gemma":[0.9977379,9.577269e-7,0.001369708,0.000138913,0.00003089793,0.00002982646,0.000001348595,0.00002434816,0.0006660313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1831502,"threshold_uncertainty_score":0.9969988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1781563359651438,"score_gpt":0.2697708935975585,"score_spread":0.09161455763241463,"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."}}