{"id":"W7083692471","doi":"10.34943/17bb09c1-908d-4227-911c-965a8a0668f7","title":"Douglas Channel Camera Lights Deployed 2025-09-11","year":2025,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"Education, Psychology, and Social Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visibility; Channel (broadcasting); Software deployment; Principal (computer security); Quality (philosophy); Digital camera","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":[0.0009171898,0.002013496,0.0009831187,0.002221548,0.001380035,0.001965769,0.002888224,0.001370738,0.01771883],"category_scores_gemma":[0.003451118,0.0004639156,0.0007622031,0.00390098,0.0006081918,0.001426725,0.00153602,0.001475314,0.04943445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002772198,"about_ca_system_score_gemma":0.003941271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2350625,"about_ca_topic_score_gemma":0.4278301,"domain_scores_codex":[0.9987819,0.000145257,0.00007634095,0.0003681419,0.0003629402,0.0002655682],"domain_scores_gemma":[0.9986935,0.0001126928,0.00006234114,0.0003322736,0.0006170811,0.000182128],"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":[0.00006181804,0.00002695281,0.0009319765,0.0001318547,0.0000133784,0.00002756938,0.00002907027,0.0004012617,0.0001648469,0.0004646065,0.9949607,0.002785882],"study_design_scores_gemma":[0.0001243702,0.00002582298,0.007315184,0.000151481,0.00001851164,0.00008156527,0.000269267,0.002106168,0.0007544727,0.001206935,0.9879005,0.00004575576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001195365,0.0001502705,0.000319281,0.0001587025,0.00008387906,0.00004665662,0.9935746,0.00128872,0.003182462],"genre_scores_gemma":[0.001084942,0.0000443229,0.000451536,0.0000446738,0.000008415777,0.00004524543,0.9970059,0.00008395774,0.001231001],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7649375,"threshold_uncertainty_score":0.4673886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02246113655456548,"score_gpt":0.3449539521059568,"score_spread":0.3224928155513913,"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."}}