{"id":"W4297373784","doi":"10.1063/5.0097580","title":"Phototactic microswimmers in pulsatile flow: Toward a novel harvesting method","year":2022,"lang":"en","type":"article","venue":"Biomicrofluidics","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Phototaxis; Pulsatile flow; Flow (mathematics); Chlamydomonas reinhardtii; Mechanics; Biological system; Photobioreactor; Materials science; Physics; Chemistry; Biology; Ecology","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":[0.0001871161,0.0003307482,0.0002013819,0.0002416967,0.0002007056,0.0004013508,0.0003925728,0.0003687949,0.0006614969],"category_scores_gemma":[0.0001697992,0.0002171685,0.0001649868,0.0002507788,0.0003481146,0.0006652891,0.0004527595,0.0004503484,0.0003014056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002817081,"about_ca_system_score_gemma":0.0002519289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000293396,"about_ca_topic_score_gemma":0.0003372946,"domain_scores_codex":[0.9998884,0.00001341401,0.000006583026,0.00003209549,0.00004215373,0.0000172676],"domain_scores_gemma":[0.9999182,0.00002230289,0.00002633618,0.00001285319,0.000009718503,0.00001044743],"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":[0.00001797465,0.00001769843,0.00005668275,0.00004588549,0.000001932502,0.00002002745,0.00002655816,0.0003339293,0.9904021,0.0009955649,0.0001019029,0.007979846],"study_design_scores_gemma":[0.000009913587,0.00007648272,0.0003088277,0.000004457848,0.000004670087,0.00007198075,0.00001356705,0.008610315,0.9865551,0.0002814349,0.004048995,0.00001416126],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6427051,0.004149517,0.3450425,0.0006881321,0.0002406321,0.0002391111,0.0002182705,0.001356212,0.005360574],"genre_scores_gemma":[0.8586181,0.002332638,0.1334362,0.0002912423,0.00007987614,0.0002756877,0.0001312013,0.0001053536,0.004729735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006614969,"threshold_uncertainty_score":0.002212942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337070945062723,"score_gpt":0.2363669361153095,"score_spread":0.2129962266646823,"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."}}