{"id":"W7105981147","doi":"10.5281/zenodo.17642915","title":"Underwater Timelapse Camera Setup and Protocol for Subtidal Biodiversity Monitoring","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Underwater; Protocol (science); Biodiversity; Environmental monitoring","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009651813,0.0003013036,0.0002504084,0.0002704313,0.0042968,0.001366648,0.001471584,0.0002079496,0.003525581],"category_scores_gemma":[0.0003561869,0.0003217352,0.00007537501,0.0006091711,0.001378257,0.0005132139,0.005449844,0.0004098839,0.003440439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000642785,"about_ca_system_score_gemma":0.000004838134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008157513,"about_ca_topic_score_gemma":2.622399e-7,"domain_scores_codex":[0.9973442,0.000282744,0.0003831319,0.0008808774,0.0004107765,0.0006982458],"domain_scores_gemma":[0.9988005,0.00004873352,0.0001455559,0.0006662489,0.000163721,0.0001752966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001619194,0.001342422,0.006428449,0.00254518,0.0004950904,0.00004993167,0.00799802,0.0003348374,0.0721308,0.002432886,0.4313822,0.473241],"study_design_scores_gemma":[0.001853312,0.000510813,0.008189745,0.0001756406,0.00004667315,0.00001725629,0.001276058,0.0002029921,0.06265107,0.0008501599,0.9237929,0.0004333889],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5285553,0.0001411502,0.02570458,0.0217292,0.0018949,0.3723056,0.003306445,0.008770841,0.03759198],"genre_scores_gemma":[0.9817986,0.0001037595,0.006383472,0.0002079668,0.0004132497,0.0001431338,0.0004026728,0.001847495,0.00869967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4924107,"threshold_uncertainty_score":0.9999235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06005917090638916,"score_gpt":0.2880942710758433,"score_spread":0.2280351001694541,"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."}}