{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004013524,0.0004683305,0.0005809988,0.00001265764,0.0009035386,0.00004693622,0.001338905,0.0007825975,0.004061136],"category_scores_gemma":[0.00003817813,0.0005238433,0.000291853,0.0004769372,0.0004750421,0.00007026925,0.001048609,0.002059305,0.0001839583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120092,"about_ca_system_score_gemma":0.0003450195,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.974155,"about_ca_topic_score_gemma":0.9965477,"domain_scores_codex":[0.9973855,0.0003436703,0.0004019736,0.0006291692,0.0003042878,0.0009353979],"domain_scores_gemma":[0.998126,0.0002781103,0.0002656411,0.00104934,0.00001071628,0.0002701796],"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":[0.00001000796,0.00003330073,0.0001704556,0.00002624405,0.0001349864,0.00002968776,0.00002303368,0.006541029,0.000002823968,5.795657e-7,0.9928569,0.0001710177],"study_design_scores_gemma":[0.0002072002,0.00004973392,0.005665314,0.00002549255,0.00008160248,0.000009037495,0.00005752191,0.0004356501,4.611359e-7,0.00006356026,0.9928799,0.0005244853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.002671169,0.0001606578,0.00001728365,0.0005755513,0.002074153,0.000377081,0.9938777,0.0000884198,0.0001579607],"genre_scores_gemma":[0.001436146,0.001160333,0.00003313812,0.00508177,0.0004506579,0.00001188642,0.9889866,0.00006153464,0.002777982],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02239265,"threshold_uncertainty_score":0.9997213,"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."}}