{"id":"W4390748652","doi":"10.1016/j.powtec.2024.119392","title":"SI: Bubbles and Particles: Commemorating Professor John R. Grace","year":2024,"lang":"en","type":"article","venue":"Powder Technology","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Philosophy; Materials science; Geology","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":[0.0184768,0.0007389565,0.00111636,0.001081986,0.001877267,0.00585476,0.002121363,0.008826389,0.003204988],"category_scores_gemma":[0.03631008,0.0004264351,0.0006909477,0.001317351,0.006392044,0.006110192,0.002819106,0.0207626,0.001852078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004263525,"about_ca_system_score_gemma":0.008755563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009174701,"about_ca_topic_score_gemma":0.01540919,"domain_scores_codex":[0.9901227,0.002665921,0.0006234179,0.001262114,0.004911703,0.0004141685],"domain_scores_gemma":[0.9648709,0.01909865,0.001152792,0.000823859,0.01061564,0.003438136],"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":[0.00008940286,0.00005316931,0.0006202872,0.0002794808,0.00002924082,0.0002063246,0.0008522014,0.0005285914,0.0008832805,0.03897732,0.8962758,0.0612049],"study_design_scores_gemma":[0.000009758797,0.00006572596,0.0003121286,0.0002650366,0.00001198065,0.00016816,0.0005915848,0.0005346518,0.001140254,0.02420846,0.9726527,0.00003958228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0008830525,0.03233973,0.003180869,0.9276075,0.03216871,0.00002060268,0.00004927435,0.00004517134,0.003705184],"genre_scores_gemma":[0.05590932,0.1229646,0.01708037,0.5313809,0.1732551,0.0001647555,0.0001192185,0.0004540341,0.09867165],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0184768,"threshold_uncertainty_score":0.0977158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2033133183042492,"score_gpt":0.4205726232473608,"score_spread":0.2172593049431116,"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."}}