{"id":"W6927826327","doi":"10.34943/8722dcb3-71ab-4562-9958-02e6c261f226","title":"China Creek Camera Lights Deployed 2025-06-05","year":2025,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visibility; Software deployment; China; Light pollution; Ocean color; Digital elevation model","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007177931,0.001670919,0.0008628943,0.002475549,0.001256911,0.001798105,0.002259202,0.001116717,0.01884363],"category_scores_gemma":[0.003095796,0.0004232462,0.0005555366,0.005538586,0.0005456647,0.001385174,0.001331291,0.001215365,0.03620306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003726015,"about_ca_system_score_gemma":0.005684697,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5097092,"about_ca_topic_score_gemma":0.6929387,"domain_scores_codex":[0.998907,0.00009729274,0.00006196991,0.0002945727,0.0003883242,0.0002509465],"domain_scores_gemma":[0.9983976,0.00009492666,0.00007176265,0.0002926042,0.0009546169,0.000188386],"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":[0.00004360353,0.00001624138,0.001335502,0.0001053294,0.00001254683,0.0000248361,0.00002943044,0.0004175674,0.0001272995,0.0004987583,0.9945545,0.00283451],"study_design_scores_gemma":[0.00007187376,0.00001405815,0.01124787,0.000148244,0.00001489363,0.00004581939,0.0002739072,0.001798596,0.0005302098,0.0008381312,0.9849712,0.00004499027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0009379757,0.00009948191,0.0002086554,0.0001280089,0.00006030454,0.0000313111,0.9944067,0.0006543203,0.00347321],"genre_scores_gemma":[0.001156605,0.00004334659,0.0003524641,0.00003884374,0.000007880649,0.00003832038,0.9967783,0.0000670151,0.001517303],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5097092,"threshold_uncertainty_score":0.9863565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005118463577172026,"score_gpt":0.213219597862766,"score_spread":0.2081011342855939,"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."}}