{"id":"W2595788288","doi":"10.1063/1.4977260","title":"Crystallization of bovine insulin on a flow-free droplet-based platform","year":2017,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Crystallization and Solubility Studies","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Crystallization; Insulin; Throughput; Free flow; Materials science; Flow (mathematics); Crystallography; Chemistry; Computer science; Chemical engineering; Mechanics; Engineering; Physics; Endocrinology; Biology","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":[0.000362998,0.0001846607,0.0002913621,0.0000846069,0.0004624734,0.0003064323,0.0007421839,0.00009002531,0.000681118],"category_scores_gemma":[0.001544408,0.0001644463,0.0000552468,0.00008348219,0.0003119358,0.0004512982,0.0002218124,0.00008748576,0.00003638815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005071307,"about_ca_system_score_gemma":0.0001158572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007412889,"about_ca_topic_score_gemma":0.00009066347,"domain_scores_codex":[0.9986088,0.000005809791,0.0003587059,0.0003625077,0.0004143323,0.0002497977],"domain_scores_gemma":[0.9983422,0.00004153501,0.000403007,0.0004350972,0.0006976968,0.00008046277],"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":[0.0008050086,0.0005962853,0.03840365,0.0006300217,0.00003029699,0.000003859077,0.005482921,0.00004143832,0.8795713,0.06684777,0.003733211,0.003854282],"study_design_scores_gemma":[0.01242457,0.004173416,0.1573904,0.002010948,0.0001910091,0.000009822563,0.004364117,0.3000922,0.4428074,0.04518805,0.02872887,0.002619283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658252,0.00002303008,0.01744331,0.001967264,0.0002198134,0.0003917252,0.00006561824,0.0001452635,0.01391875],"genre_scores_gemma":[0.9973707,0.00002520134,0.001969398,0.0001936955,0.00005174962,0.0000293518,0.0000105544,0.00001522766,0.0003341639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4367639,"threshold_uncertainty_score":0.7457764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0424402876933223,"score_gpt":0.2757655939608581,"score_spread":0.2333253062675358,"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."}}