{"id":"W3212740110","doi":"10.1039/d1gc03128g","title":"Choosing the right strategy: cryogrinding <i>vs.</i> ball milling – comparing apples to apples","year":2021,"lang":"en","type":"article","venue":"Green Chemistry","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Chitin; Ball mill; Ball (mathematics); Chemistry; Chemical engineering; Food science; Chitosan; Materials science; Polymer science; Pulp and paper industry; Mathematics; Organic chemistry; Composite material; Engineering; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001797493,0.000181903,0.0002074746,0.000003190413,0.000410761,0.000213316,0.0004015295,0.00009499033,0.0006513926],"category_scores_gemma":[0.00001593705,0.00007012689,0.0001043632,0.0002592953,0.00003267205,0.00005872991,0.0001659542,0.0002145642,0.00004310334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002328528,"about_ca_system_score_gemma":0.00001494261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004382418,"about_ca_topic_score_gemma":0.0005953982,"domain_scores_codex":[0.9987771,0.00002419337,0.000217304,0.0003655075,0.0002128305,0.0004030551],"domain_scores_gemma":[0.9994394,0.0001900711,0.00007224677,0.0001031368,0.00004042487,0.000154783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006707941,0.00001831002,0.007258471,0.00002334691,0.00001674825,0.00002592437,0.00004391104,0.00007999428,0.986564,0.00003387247,0.0007090259,0.005219705],"study_design_scores_gemma":[0.0001043917,0.00001626592,0.0102406,0.0001231138,0.00002919759,0.00008727124,0.0006688113,0.0003400125,0.9087592,0.0001557773,0.07907155,0.0004037917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912177,0.0004900447,0.00001441353,0.001241607,0.00006475665,0.00008589462,0.00006874622,0.00006445975,0.006752391],"genre_scores_gemma":[0.9971955,0.0000580622,0.0001000458,0.0004425166,0.0006221354,0.00001022233,0.0001478775,0.000001790827,0.001421842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07836253,"threshold_uncertainty_score":0.7132292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02124947492469347,"score_gpt":0.204427054462705,"score_spread":0.1831775795380115,"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."}}