{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007198072,0.000311791,0.0003559713,0.0004445456,0.0003021797,0.00005847342,0.0005226073,0.0001243713,0.0003732398],"category_scores_gemma":[0.00008088282,0.0003628729,0.000119071,0.0009456408,0.00007871398,0.0001066452,0.0005465043,0.0006746873,0.00002025927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006856272,"about_ca_system_score_gemma":0.00008634586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003797422,"about_ca_topic_score_gemma":0.000004347787,"domain_scores_codex":[0.9981295,0.00007926125,0.0004818685,0.0004276183,0.0002519658,0.0006297174],"domain_scores_gemma":[0.9992968,0.0001146368,0.00007327446,0.0004294974,0.00002066239,0.00006516978],"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":[0.00002168161,0.00007559607,0.0002850096,0.0000461399,0.00002987842,0.00003980026,0.0004659164,0.0005254051,0.964819,0.00006744589,0.02107158,0.01255253],"study_design_scores_gemma":[0.001002008,0.0000833973,0.0002381501,0.00001823763,0.00002741916,0.0002601985,0.002135313,0.0154496,0.6305256,0.00008095046,0.349555,0.0006240477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9083917,0.01979445,0.06183745,0.0009263126,0.00303137,0.001045236,0.0007100622,0.002573457,0.001689969],"genre_scores_gemma":[0.940174,0.00110746,0.05725544,0.0004752793,0.00007640068,0.0001536691,0.0001492496,0.0001739723,0.0004345751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3342934,"threshold_uncertainty_score":0.9998823,"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."}}