{"id":"W2392343179","doi":"","title":"Research on the Realization of Photobioreactor Based on Intelligent Control","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photobioreactor; Computer science; Realization (probability); Software; Control (management); Artificial intelligence; Operating system; Biotechnology","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":[0.0002678089,0.000410359,0.0003632874,0.0003256146,0.0003488679,0.0007474892,0.0009287829,0.0006119637,0.001944023],"category_scores_gemma":[0.0003200748,0.0002382076,0.0004092898,0.0003277786,0.0003437629,0.00106235,0.0002374407,0.0006278448,0.0004517533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005570602,"about_ca_system_score_gemma":0.0006476528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002395412,"about_ca_topic_score_gemma":0.001016723,"domain_scores_codex":[0.9996179,0.000026498,0.00001588582,0.00009903207,0.0001972525,0.00004346448],"domain_scores_gemma":[0.9998839,0.00001833603,0.00001044799,0.00001532447,0.0000624688,0.000009456128],"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":[0.0002384084,0.000179779,0.002772242,0.0009279018,0.00009709315,0.0003942426,0.0005646896,0.0283434,0.4931064,0.1006116,0.003977695,0.3687865],"study_design_scores_gemma":[0.0001930583,0.001269568,0.007369361,0.0001862421,0.0001914938,0.001144964,0.0002007376,0.4796559,0.3912004,0.01641793,0.1020403,0.0001299391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04797604,0.004097898,0.9156442,0.0007159475,0.0002157094,0.0001401649,0.00007353519,0.002397149,0.0287394],"genre_scores_gemma":[0.7900165,0.004345216,0.1905419,0.0002416406,0.0001267671,0.0001914815,0.0002446714,0.00007563765,0.01421623],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002395412,"threshold_uncertainty_score":0.006503463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05695069930693331,"score_gpt":0.3304744433151117,"score_spread":0.2735237440081784,"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."}}