{"id":"W7083815426","doi":"10.34943/a3e7d84a-b3d8-456e-ac73-0a3e661c9a78","title":"Douglas Channel Camera Lights Deployed 2025-09-10","year":2025,"lang":"en","type":"dataset","venue":"Ocean Networks Canada Society","topic":"Oil Palm Production and Sustainability","field":"Environmental Science","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":[0.0006750016,0.001377601,0.0007352658,0.002103755,0.001069692,0.001707121,0.002123591,0.001119662,0.01992802],"category_scores_gemma":[0.003259609,0.0004074843,0.0005771423,0.004254634,0.0004305715,0.001279128,0.001178951,0.001135299,0.04264779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002549857,"about_ca_system_score_gemma":0.003583916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2825843,"about_ca_topic_score_gemma":0.4549676,"domain_scores_codex":[0.9991325,0.00008731657,0.00005479087,0.0002590358,0.0002668879,0.0001995299],"domain_scores_gemma":[0.9987387,0.0001054816,0.00007016656,0.000277931,0.0006575776,0.0001502562],"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":[0.00004867765,0.00001608979,0.001197754,0.0001207254,0.00001192501,0.00002247251,0.00002550282,0.000399685,0.0001350457,0.0005334411,0.9952863,0.002202458],"study_design_scores_gemma":[0.00008080653,0.00001405669,0.007662965,0.0001413193,0.00001403093,0.00004618052,0.000234742,0.001431059,0.000536965,0.0009123897,0.9888905,0.00003505985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0006743303,0.00008030906,0.0001582278,0.00009987831,0.00004153684,0.00002158988,0.9958918,0.0006176804,0.002414629],"genre_scores_gemma":[0.001051871,0.00003999098,0.0003396259,0.00003766161,0.000006487368,0.00003448158,0.9972423,0.00007233307,0.001175222],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7174157,"threshold_uncertainty_score":0.561879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003989394308294867,"score_gpt":0.1986319948758597,"score_spread":0.1946426005675648,"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."}}