{"id":"W4323665798","doi":"10.26434/chemrxiv-2023-4k6jf","title":"Direct mechanocatalysis using Resonant Acoustic Mixing (RAM)","year":2023,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"University of Birmingham; Leverhulme Trust; Natural Sciences and Engineering Research Council of Canada; Genentech; Government of Canada","keywords":"Reagent; Mixing (physics); Azide; Catalysis; Combinatorial chemistry; Materials science; Stoichiometry; Copper; Simple (philosophy); Alkyne; Solvent; Chemistry; Organic chemistry; Physics; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003321625,0.0004553417,0.0002443176,0.0001602995,0.0001333492,0.0003040757,0.0004077404,0.0003185287,0.001779757],"category_scores_gemma":[0.000353787,0.0001536846,0.0002285123,0.0001151835,0.0004289167,0.0003782829,0.0006283161,0.0006205344,0.0007445099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001490083,"about_ca_system_score_gemma":0.0001603653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001329693,"about_ca_topic_score_gemma":0.0002343333,"domain_scores_codex":[0.9997084,0.000035047,0.00001532935,0.00009290371,0.00008051272,0.00006767603],"domain_scores_gemma":[0.9998658,0.00005188788,0.00004335821,0.00002059486,0.000008480954,0.000009842378],"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":[0.00003380595,0.00002498233,0.00008100344,0.0001439097,0.000007223662,0.00008027019,0.00004496343,0.0001771569,0.9858435,0.001890559,0.0002874073,0.01138529],"study_design_scores_gemma":[0.000006249607,0.0001077371,0.00008276357,0.000003321402,0.000004310479,0.0001260252,0.000007997776,0.000615686,0.9944747,0.0001292924,0.004435638,0.000006351015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7333226,0.006760227,0.2323352,0.0008532075,0.0005296663,0.0003170771,0.0003360124,0.002267009,0.02327912],"genre_scores_gemma":[0.9381838,0.00152051,0.05673273,0.0001737074,0.00008149837,0.0001180798,0.0001091753,0.00009764036,0.002982868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001779757,"threshold_uncertainty_score":0.005953908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04190103732891074,"score_gpt":0.2768421504542554,"score_spread":0.2349411131253447,"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."}}