{"id":"W4407250988","doi":"10.1139/cjb-2024-0109","title":"Monthly macroalgal surveys reveal a diverse and dynamic community in an urban intertidal zone","year":2025,"lang":"en","type":"article","venue":"Botany","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Canada Research Chairs","keywords":"Intertidal zone; Biology; Intertidal ecology; Ecology; Botany","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002039405,0.0001496289,0.0002216843,0.001404409,0.0009846424,0.0007597849,0.000269547,0.0001341426,0.001324475],"category_scores_gemma":[0.0004053655,0.0002065605,0.00008582704,0.002438896,0.0003793404,0.0002682446,0.0006592831,0.0001961228,0.0003782492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140975,"about_ca_system_score_gemma":0.0009646308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3278331,"about_ca_topic_score_gemma":0.7370684,"domain_scores_codex":[0.9996462,0.00002930135,0.00002019647,0.00008996166,0.0001287899,0.00008554225],"domain_scores_gemma":[0.9994798,0.00003072986,0.0001190885,0.00006242677,0.0001941794,0.0001137365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007639617,0.00002868744,0.9548257,0.00004137473,0.00002508473,0.0001145747,0.002279625,0.000167313,0.01415704,0.00008401142,0.000920594,0.02727951],"study_design_scores_gemma":[5.011231e-7,0.000006982096,0.9984824,0.000003622626,0.000003175915,0.00001347217,0.0005188952,0.00004410094,0.0002168506,0.000006768299,0.000701045,0.000002220251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956439,0.0001060881,0.0004969865,0.00002247488,0.000001686566,0.00002377683,0.001440388,0.00003695106,0.002227791],"genre_scores_gemma":[0.9937504,0.0002096479,0.002124427,0.00003243071,0.000002770201,0.00004685203,0.00200365,0.00001176225,0.001818056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3278331,"threshold_uncertainty_score":0.6518499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01274065625389949,"score_gpt":0.2253910359295983,"score_spread":0.2126503796756988,"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."}}