{"id":"W4410700267","doi":"10.53555/sfs.v10i2.3610","title":"Study of Certain Algal Pigmentation","year":2023,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology","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":[0.0001412304,0.0002032784,0.0001230043,0.0006053313,0.0003194146,0.0002603517,0.0001264484,0.000225864,0.001367969],"category_scores_gemma":[0.0001243134,0.00008747513,0.0002317514,0.0005149502,0.0001612718,0.0002529011,0.0001960942,0.0003978583,0.0002916769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001748083,"about_ca_system_score_gemma":0.000179101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009336077,"about_ca_topic_score_gemma":0.0008234085,"domain_scores_codex":[0.9999073,0.00001010444,0.000005130641,0.00002825455,0.00002872255,0.00002049884],"domain_scores_gemma":[0.9999392,0.000009223855,0.00001275061,0.000005600338,0.00002264426,0.00001058963],"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":[0.00003196021,0.00001396058,0.0008879949,0.00009371366,0.000006490962,0.00006191685,0.00007466042,0.00003619343,0.9923913,0.0002285483,0.0000613193,0.00611198],"study_design_scores_gemma":[0.000005924295,0.0001923537,0.02370271,0.00002773209,0.00003016572,0.0003826111,0.0001984846,0.0006388706,0.9592831,0.000269979,0.01525436,0.00001368653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545035,0.01666045,0.01177125,0.000182642,0.000101821,0.00007365778,0.0006544817,0.0000824651,0.01596974],"genre_scores_gemma":[0.9709187,0.008978993,0.008751662,0.0001572023,0.00003228908,0.00005716604,0.0006181161,0.00003944767,0.0104465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001367969,"threshold_uncertainty_score":0.004576266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2156574111432175,"score_gpt":0.3198862397336593,"score_spread":0.1042288285904418,"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."}}