{"id":"W6892161271","doi":"10.5061/dryad.2jm63xsr0","title":"Tropicalization of temperate reef fish communities facilitated by urchin grazing and diversity of thermal affinities","year":2022,"lang":"en","type":"dataset","venue":"DRYAD","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Memorial University of Newfoundland","funders":"","keywords":"Kelp; Kelp forest; Temperate climate; Habitat; Reef; Sea urchin; Coral reef fish; Biodiversity; Effects of global warming on oceans","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003787756,0.0002977145,0.0006149469,0.0002911835,0.0004969364,0.00003223491,0.0005994045,0.0001644789,0.002624374],"category_scores_gemma":[0.0001190797,0.0003193485,0.00008724166,0.0002600021,0.0006498494,0.0001719004,0.001550735,0.0004928036,0.000009661499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007733079,"about_ca_system_score_gemma":0.00005515197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015774,"about_ca_topic_score_gemma":0.002445936,"domain_scores_codex":[0.9976317,0.0009630161,0.0004653396,0.0002028726,0.0005168873,0.0002202413],"domain_scores_gemma":[0.99844,0.0002915454,0.0004830773,0.000592849,0.0001419999,0.00005050492],"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":[0.0001790382,0.0001330378,0.005921746,0.0004666751,0.0001765403,0.000003167334,0.003347338,0.00004563226,0.0007531143,0.00001606271,0.9889326,0.00002502028],"study_design_scores_gemma":[0.001617049,0.0004449351,0.008239796,0.0002167185,0.0003820016,0.000003719619,0.01402125,0.00008168332,0.0007308172,0.00005848192,0.9735146,0.0006889249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.3136092,0.0001733517,0.000001102982,0.000009900436,0.00005946564,0.0001694332,0.6859068,0.00003448284,0.00003632925],"genre_scores_gemma":[0.04798313,0.0002874026,0.0000104537,0.00005426716,0.000009700096,0.00001182924,0.9515635,0.00003172403,0.00004796568],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2656567,"threshold_uncertainty_score":0.9999259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02859440769675112,"score_gpt":0.2388600187342627,"score_spread":0.2102656110375115,"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."}}