{"id":"W4291377987","doi":"10.3389/fbioe.2022.932695","title":"The survivor strain: isolation and characterization of Phormidium yuhuli AB48, a filamentous phototactic cyanobacterium with biotechnological potential","year":2022,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Office of Science; Joint Genome Institute; University of British Columbia; Mitacs; Genome British Columbia; U.S. Department of Energy","keywords":"Biology; Photobioreactor; Cyanobacteria; Spirulina (dietary supplement); Bioproduction; Biofilm; Botany; Bacteria; Biotechnology; Ecology; Biomass (ecology); Genetics","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":[0.0002111027,0.0006753442,0.0003409633,0.0005251857,0.0004303113,0.0003383931,0.0004405458,0.000531419,0.0005648088],"category_scores_gemma":[0.0004013042,0.0001710996,0.0003079456,0.0006427412,0.0001792398,0.0003624938,0.0005815534,0.0005298432,0.0006059573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001541569,"about_ca_system_score_gemma":0.0004405819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004161464,"about_ca_topic_score_gemma":0.003308139,"domain_scores_codex":[0.9997364,0.00001976134,0.00003831655,0.00007313041,0.00009013252,0.00004229921],"domain_scores_gemma":[0.9997699,0.00003212233,0.00005029565,0.00003725481,0.00006589761,0.00004450919],"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":[0.00002272615,0.00003482848,0.001473122,0.00004128689,0.000003168839,0.000141468,0.00004673192,0.00003362685,0.9960582,0.00001380133,0.00003685643,0.002094226],"study_design_scores_gemma":[0.00003552178,0.0006501144,0.0907075,0.00003673929,0.0000658471,0.002196881,0.0004816432,0.00106946,0.8984865,0.00007336099,0.006160801,0.00003556476],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863539,0.0003830272,0.005469481,0.0001889088,0.00002249965,0.0004509945,0.005787779,0.0001153875,0.001228008],"genre_scores_gemma":[0.935714,0.0009995254,0.03323829,0.0002145319,0.00002762514,0.0007267002,0.0241852,0.0001444652,0.004749656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004161464,"threshold_uncertainty_score":0.008274496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002942300274197801,"score_gpt":0.1577117357104409,"score_spread":0.1547694354362431,"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."}}