{"id":"W6986047976","doi":"","title":"Standard 5.2D","year":2009,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Process (computing); Work (physics); Identification (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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0043673,0.002081548,0.001910981,0.005072788,0.001434674,0.006361693,0.006581944,0.004015172,0.3571947],"category_scores_gemma":[0.01643183,0.001979883,0.001790296,0.003741689,0.0008775858,0.004417969,0.004008734,0.003598195,0.4342487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001331071,"about_ca_system_score_gemma":0.002897248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005569954,"about_ca_topic_score_gemma":0.005954012,"domain_scores_codex":[0.9944167,0.0006256521,0.0007468007,0.0005755442,0.002961119,0.0006741788],"domain_scores_gemma":[0.9902947,0.001351472,0.0003200236,0.003091471,0.004523613,0.0004186799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005713959,0.0001677423,0.0005284213,0.0008641856,0.00004376496,0.0001381455,0.0002085736,0.004015701,0.005341446,0.036047,0.8071803,0.1448932],"study_design_scores_gemma":[0.00008540483,0.00005592296,0.000436284,0.0002046008,0.00002375579,0.0002435267,0.00005977419,0.002806828,0.004876604,0.01398476,0.9771564,0.00006632345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002554567,0.001220344,0.3321813,0.001251864,0.001999894,0.001386839,0.1052119,0.1837943,0.370399],"genre_scores_gemma":[0.02212976,0.001594224,0.1745847,0.001102727,0.0004513814,0.002101351,0.273023,0.0677016,0.4573113],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3571947,"threshold_uncertainty_score":0.9168838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006827589383769481,"score_gpt":0.1942860705053411,"score_spread":0.1874584811215716,"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."}}