{"id":"W2318372986","doi":"10.1139/cjm-2014-0322","title":"Optimization of liquid media and biosafety assessment for algae-lysing bacterium NP23","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chlorella pyrenoidosa; Algae; Scenedesmus; Lysis; Biology; Cyanobacteria; Bacteria; Microcystis; Chlorella; Microcystis aeruginosa; Microbiology; Food science; Botany; Oscillatoria; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005886427,0.001135886,0.0007754003,0.0005272587,0.0003907229,0.0009272679,0.0006949933,0.0006940359,0.000468972],"category_scores_gemma":[0.0007820592,0.0001921832,0.0004173806,0.0006809518,0.0002980025,0.0004820935,0.0007955494,0.000517667,0.0003240977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004629744,"about_ca_system_score_gemma":0.0008749506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002510529,"about_ca_topic_score_gemma":0.003811684,"domain_scores_codex":[0.9990942,0.0001785324,0.0001114294,0.0001438051,0.000383218,0.00008864813],"domain_scores_gemma":[0.9996225,0.00007718996,0.0000869536,0.00002423129,0.0001199481,0.00006905071],"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":[0.0001556173,0.0001351505,0.0005704152,0.0001354881,0.000009639369,0.00005994587,0.00001772035,0.0003937779,0.995358,0.00003275185,0.00004225186,0.003089151],"study_design_scores_gemma":[0.00002270156,0.00082291,0.00248756,0.00002576026,0.00004180545,0.00009052359,0.0001143919,0.001619486,0.9930164,0.000031376,0.001707257,0.00001996446],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857001,0.001558615,0.009987558,0.000149734,0.00005837595,0.0004099417,0.0006802318,0.0001584982,0.001297037],"genre_scores_gemma":[0.9483697,0.002672365,0.04423886,0.00008805036,0.00002110077,0.0007014245,0.002124981,0.00006349321,0.001719886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002510529,"threshold_uncertainty_score":0.004991889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008446853421507854,"score_gpt":0.2142297215112921,"score_spread":0.2057828680897842,"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."}}