{"id":"W2978745223","doi":"10.1002/jemt.23380","title":"Morphological characterization, growth appraisal, and probing biofuels potential of newly isolated <i>Scenedesmus</i> sp. from desert Cholistan","year":2019,"lang":"en","type":"article","venue":"Microscopy Research and Technique","topic":"Algal biology and biofuel production","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Higher Education Commission, Pakistan","keywords":"Biofuel; Scenedesmus; Mixotroph; Biology; Biomass (ecology); Botany; Photobioreactor; Biodiesel; Food science; Glycerol; Biochemistry; Biotechnology; Ecology; Heterotroph; Bacteria; Algae","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":[],"consensus_categories":[],"category_scores_codex":[0.0005830898,0.0001669633,0.0002599838,0.0001589605,0.0001835361,0.00006416975,0.0001850759,0.0003970392,0.0001630319],"category_scores_gemma":[0.0000876557,0.0001355103,0.00003081355,0.0003296453,0.0005092798,0.0001948411,0.0001976832,0.0004615803,0.00001955945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002252054,"about_ca_system_score_gemma":0.00004491907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008352317,"about_ca_topic_score_gemma":0.0000117456,"domain_scores_codex":[0.9984374,0.0002119067,0.0002734481,0.0005359684,0.0001559867,0.0003852907],"domain_scores_gemma":[0.9992431,0.00007132587,0.000085471,0.0002508072,0.0002509444,0.0000983498],"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":[0.0004913626,0.00008999307,0.01303957,0.00006731936,0.00002383939,0.00001007244,0.00005095755,1.241527e-7,0.9845583,0.0005230392,0.00007666311,0.001068725],"study_design_scores_gemma":[0.000450127,0.0006784812,0.01009305,0.00006393791,0.000006948,0.00005634204,0.00003269788,0.00002862953,0.9811185,0.004832006,0.002463158,0.0001761436],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952917,0.0002348295,0.002891729,0.0003608712,0.00009574279,0.0006071021,0.00006580995,0.0001012522,0.0003509533],"genre_scores_gemma":[0.9962736,0.0005104052,0.00243248,0.00005675028,0.00009509078,0.00004763699,0.000332711,0.00002015633,0.0002312158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004308966,"threshold_uncertainty_score":0.552595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931123326251155,"score_gpt":0.3022082870682323,"score_spread":0.2828970538057208,"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."}}