{"id":"W2008678595","doi":"10.3791/52455","title":"A Small Volume Bioassay to Assess Bacterial/Phytoplankton Co-culture Using WATER-Pulse-Amplitude-Modulated (WATER-PAM) Fluorometry","year":2015,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Algal biology and biofuel production","field":"Energy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Replicate; Microtiter plate; Laboratory flask; Volume (thermodynamics); Axenic; Bioassay; Biology; Phytoplankton; Chemistry; Chromatography; Bacteria; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001135352,0.0004110692,0.0007384809,0.0003572372,0.0001973784,0.000166259,0.0004210138,0.000448849,0.0005547339],"category_scores_gemma":[0.0001147857,0.0002525253,0.0002134517,0.0002364379,0.00008895064,0.0004288514,0.0001515763,0.0003405255,0.0002617841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004158991,"about_ca_system_score_gemma":0.00007953905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002121712,"about_ca_topic_score_gemma":0.000005079454,"domain_scores_codex":[0.9969569,0.0004958904,0.0009915869,0.0004252062,0.0004775324,0.0006528098],"domain_scores_gemma":[0.9982466,0.00001409287,0.0003623366,0.000332021,0.0005768664,0.0004681337],"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":[0.001672235,0.0004018834,0.0012424,0.00002123332,0.0003332143,0.00006812865,0.002943465,0.000133278,0.9916387,0.00001692962,0.0009142861,0.000614208],"study_design_scores_gemma":[0.002479485,0.0009872956,0.0003301877,0.00007120426,0.00007232765,0.000299985,0.0004160617,0.00005549856,0.9275011,0.0001702796,0.06722493,0.0003915876],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946111,0.0002956575,0.001141987,0.0001819326,0.003053754,0.0002356124,0.00001292002,0.00007275739,0.0003942934],"genre_scores_gemma":[0.992226,0.00001787251,0.005341228,0.0002527571,0.00123327,0.000007651431,0.0001546184,0.00005617363,0.0007104064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06631064,"threshold_uncertainty_score":0.9999927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09884279002560745,"score_gpt":0.4045051401093072,"score_spread":0.3056623500836998,"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."}}