{"id":"W4407984917","doi":"10.18280/ijdne.200103","title":"Characterization and Performance Evaluation of NADES-CAF in Ultrasound and Microwave Extraction of Phycocyanin from Arthrospira platensis","year":2025,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Algal biology and biofuel production","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Gadjah Mada","keywords":"Extraction (chemistry); Arthrospira; Phycocyanin; Botany; Microwave; Biology; Chromatography; Cyanobacteria; Chemistry; Engineering; Bacteria","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":[0.0002928338,0.0003044554,0.0002548569,0.0003566399,0.0001393513,0.0002299691,0.0001340342,0.0002502328,0.00028624],"category_scores_gemma":[0.0002563188,0.00011015,0.0002928168,0.0003096534,0.0001613268,0.0002698452,0.0001494276,0.0003107823,0.0001156687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001295156,"about_ca_system_score_gemma":0.0001469113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009296643,"about_ca_topic_score_gemma":0.001708886,"domain_scores_codex":[0.9998296,0.00003102684,0.00001479877,0.00003449116,0.00007380165,0.0000162725],"domain_scores_gemma":[0.9998918,0.0000283382,0.00002316146,0.000007269279,0.00003820311,0.00001128272],"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":[0.00003569635,0.00001070727,0.0002301857,0.00007438566,0.000005704317,0.00003032224,0.00001731627,0.00009518753,0.9973772,0.00002260486,0.00001340625,0.002087446],"study_design_scores_gemma":[0.000003614156,0.0001654964,0.003315134,0.000008818981,0.00001695829,0.00008952527,0.00003154406,0.0007054567,0.994595,0.00002044578,0.001040411,0.000007593344],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884602,0.003952798,0.006178255,0.00008919948,0.00001773232,0.00004065299,0.0002623159,0.00003787671,0.0009609943],"genre_scores_gemma":[0.9860707,0.002611921,0.008833462,0.00007212016,0.000009137155,0.00005824367,0.0003189395,0.00001873846,0.002006748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009296643,"threshold_uncertainty_score":0.001848459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253072855634432,"score_gpt":0.2589100070857618,"score_spread":0.2463792785294175,"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."}}