{"id":"W2902808871","doi":"10.1021/acs.langmuir.8b02902","title":"Freeze–Float Selection of Ice Nucleators","year":2018,"lang":"en","type":"article","venue":"Langmuir","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ice nucleus; Silicone oil; Float (project management); Chemistry; Oil droplet; Silicone; Nucleation; Freezing point; Chemical engineering; Chromatography; Organic chemistry; Emulsion; Thermodynamics","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":[0.0003522942,0.0003292509,0.0003646695,0.0001974249,0.0002352442,0.0002922406,0.0003545729,0.0002552358,0.0006451749],"category_scores_gemma":[0.000422634,0.0001881374,0.000249894,0.00009199099,0.0002302139,0.0002667053,0.0003861852,0.0004270153,0.0002523845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002846794,"about_ca_system_score_gemma":0.0001263127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004976566,"about_ca_topic_score_gemma":0.0009217774,"domain_scores_codex":[0.9997051,0.00005778244,0.00002431661,0.00006663766,0.0001088845,0.00003720145],"domain_scores_gemma":[0.9997337,0.00008534798,0.00005850143,0.00003376826,0.00005388808,0.00003477372],"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":[0.00001396934,0.000007892947,0.000108417,0.00001302373,0.000001866319,0.00001483807,0.00001063967,0.00004099814,0.9990662,0.00003103048,0.00001852024,0.00067266],"study_design_scores_gemma":[0.00000334617,0.00005185178,0.0005433075,0.000003347616,0.000004925179,0.00004579051,0.00000771436,0.0008506664,0.9976259,0.00001200605,0.0008477506,0.00000346804],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937626,0.001195958,0.0583426,0.000139002,0.00008249668,0.0004061839,0.0003426535,0.00025381,0.001611382],"genre_scores_gemma":[0.925879,0.001262592,0.06775112,0.0001927678,0.00002901232,0.000305292,0.001147276,0.0001624134,0.003270583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006451749,"threshold_uncertainty_score":0.002158284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008199869442024261,"score_gpt":0.223080048843189,"score_spread":0.2148801794011648,"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."}}