{"id":"W6927633701","doi":"10.34943/7a3a229b-8080-48e7-94d5-ef724a7c098e","title":"China Creek Video Camera Deployed 2023-09-16","year":2023,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Digital video; China; Mobile device; Video recording; Video monitoring","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":[0.0007832596,0.001851418,0.0009768649,0.001789203,0.0008639898,0.001273834,0.002648607,0.00126065,0.02851354],"category_scores_gemma":[0.002030086,0.0003853324,0.0005808109,0.003450117,0.0004044508,0.001182082,0.001299701,0.00128462,0.05591152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001541611,"about_ca_system_score_gemma":0.002384614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09313923,"about_ca_topic_score_gemma":0.1852026,"domain_scores_codex":[0.9992608,0.00008357182,0.00005451622,0.000224124,0.000232756,0.0001441366],"domain_scores_gemma":[0.9990082,0.00007628241,0.00004861037,0.0002719263,0.0004695146,0.0001255588],"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":[0.00005873379,0.00002524259,0.0008191156,0.0001604068,0.0000129253,0.00002732902,0.00002071237,0.0004034749,0.0002781922,0.0003965832,0.9941002,0.003697103],"study_design_scores_gemma":[0.0001386276,0.00002592866,0.007697896,0.0001741413,0.00001873591,0.00008008037,0.0001844986,0.002816391,0.001487269,0.001497789,0.9858307,0.00004799087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005318248,0.00005048104,0.0002699229,0.00006575641,0.00004003759,0.00003309908,0.9958398,0.001128563,0.002040435],"genre_scores_gemma":[0.0007184435,0.00002380248,0.0004812108,0.00002538228,0.000004343407,0.00004611293,0.9979002,0.00007469843,0.0007258351],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.09313923,"threshold_uncertainty_score":0.1851942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005777288024886389,"score_gpt":0.1967216641570395,"score_spread":0.1909443761321531,"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."}}