{"id":"W4386123572","doi":"10.1109/pn58661.2023.10222973","title":"PeakForce Quantitative Nanomechanical Information for Reverse Micelle Synthesis","year":2023,"lang":"en","type":"article","venue":"","topic":"Nanofabrication and Lithography Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McMaster University","funders":"","keywords":"Micelle; Chemistry; Computer science; Nanotechnology; Materials science","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":[0.0005954794,0.0006103494,0.0002889203,0.001277846,0.0002854058,0.0003071759,0.0004565644,0.0005144878,0.0139637],"category_scores_gemma":[0.001626284,0.0003077043,0.0001717429,0.0006832865,0.0001833384,0.0009461318,0.0002637777,0.0006562146,0.001747115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004808721,"about_ca_system_score_gemma":0.0003107171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009145535,"about_ca_topic_score_gemma":0.00288328,"domain_scores_codex":[0.9996816,0.00002260344,0.00001697656,0.00004862032,0.0002057641,0.00002447718],"domain_scores_gemma":[0.9989138,0.0005077311,0.0001450265,0.0001153631,0.0002921485,0.00002598129],"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":[0.00002854557,0.0000138979,0.0001966019,0.00008625148,0.000002650001,0.00003182949,0.00001905864,0.0002420736,0.9887312,0.0004247107,0.0004359296,0.009787411],"study_design_scores_gemma":[0.000008343396,0.00005169027,0.003105812,0.00001469283,0.000007603257,0.0001536191,0.0000198022,0.0148619,0.9754574,0.0003029953,0.005996885,0.00001929547],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3433256,0.002383696,0.6191087,0.0005895419,0.0002584165,0.0003608488,0.0130119,0.004133051,0.01682828],"genre_scores_gemma":[0.6384031,0.001589605,0.3426632,0.0003124671,0.00009019975,0.0005679257,0.003990823,0.0006383351,0.01174437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0139637,"threshold_uncertainty_score":0.04671323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766486152569446,"score_gpt":0.2474333196016867,"score_spread":0.2297684580759922,"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."}}