{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006924554,0.0003527835,0.0002111802,0.000399039,0.0002845858,0.0003258745,0.0001308016,0.0001460691,0.0003507598],"category_scores_gemma":[0.00006933434,0.0001039139,0.0002391787,0.0003712711,0.0001233154,0.0001656948,0.0002616966,0.0001752302,0.0001539185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015903,"about_ca_system_score_gemma":0.0002181742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00269866,"about_ca_topic_score_gemma":0.004228376,"domain_scores_codex":[0.9999317,0.000005703916,0.000008287727,0.00001958771,0.00002041313,0.00001426865],"domain_scores_gemma":[0.9999542,0.000005661598,0.00001316464,0.000003367434,0.00001269331,0.00001094533],"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":[0.0000314497,0.000008978016,0.002388908,0.00002045308,0.000002669031,0.00005832862,0.000025897,0.00002068871,0.9962807,0.00001068949,0.000009001473,0.001142217],"study_design_scores_gemma":[0.00000981564,0.0004370014,0.2133863,0.00001964578,0.00004933362,0.001315379,0.0008160743,0.0006138778,0.7801661,0.00004490614,0.003123695,0.00001777723],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982367,0.0002297042,0.0004033899,0.00001620068,0.000004324376,0.000009931937,0.0003410778,0.000007661321,0.0007511508],"genre_scores_gemma":[0.9952459,0.0003059109,0.002175603,0.00002325252,0.000003781507,0.00001914494,0.001122553,0.000009253661,0.001094562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00269866,"threshold_uncertainty_score":0.005365908,"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."}}