{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001252042,0.0008748106,0.000535077,0.003110087,0.002724687,0.002855971,0.001120803,0.000766092,0.4548062],"category_scores_gemma":[0.01219302,0.0002279683,0.0005041881,0.001804269,0.0004653022,0.002107575,0.001744244,0.00267658,0.2988643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773062,"about_ca_system_score_gemma":0.001872147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007030538,"about_ca_topic_score_gemma":0.00904745,"domain_scores_codex":[0.9994253,0.00008688051,0.00003679865,0.000097328,0.000299725,0.00005391602],"domain_scores_gemma":[0.9943374,0.0008526957,0.0001587407,0.0004337314,0.003592003,0.0006254557],"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":[0.00002467184,0.00001432645,0.00008411275,0.00005874324,0.000001170358,0.00003059578,0.00004561623,0.00002665292,0.00007095418,0.002584229,0.9694912,0.02756757],"study_design_scores_gemma":[0.000003370454,0.000006894057,0.0002682776,0.00008825571,0.000001582651,0.00003415038,0.00006459143,0.00002111445,0.0000890884,0.001610931,0.9978078,0.00000400157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001508063,0.008607996,0.007895594,0.03090527,0.2674003,0.0006787188,0.01552505,0.001780118,0.665699],"genre_scores_gemma":[0.00527651,0.00333455,0.002335842,0.005909216,0.02466492,0.0002718987,0.007331579,0.0007965881,0.950079],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4548062,"threshold_uncertainty_score":0,"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."}}