{"id":"W6906874258","doi":"10.17895/ices.pub.22141034","title":"ICES Symposia Report 2022","year":2023,"lang":"en","type":"report","venue":"International Council for the Exploration of the Sea (ICES)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The arctic; Arctic; Pelagic zone; Climate change","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01329315,0.0007092151,0.0007406974,0.0003277118,0.0006330773,0.0003660432,0.003745463,0.0004392152,0.000346701],"category_scores_gemma":[0.0112867,0.0004671383,0.001185189,0.0008450618,0.0003432051,0.001349237,0.0007513517,0.000783159,0.001098357],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005869273,"about_ca_system_score_gemma":0.008220752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020052,"about_ca_topic_score_gemma":0.004553647,"domain_scores_codex":[0.9828374,0.0002514824,0.002113536,0.0009952213,0.01331018,0.0004921352],"domain_scores_gemma":[0.97398,0.001511051,0.004931833,0.002077692,0.01740128,0.00009815614],"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":[0.0004292372,0.0001762697,0.0006400894,0.0002767519,0.002679218,0.00003819256,0.000956014,0.007554516,0.001496859,0.003573917,0.981499,0.0006799134],"study_design_scores_gemma":[0.0005821714,0.00007531964,0.0006421529,0.000499511,0.0006328166,0.0001735895,0.000482713,0.004331804,0.0009950018,0.007128195,0.983933,0.0005237628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01137085,0.01193121,0.009053884,0.07745278,0.2625328,0.0215336,0.04893586,0.003342277,0.5538468],"genre_scores_gemma":[0.2532162,0.006425374,0.000444719,0.00066766,0.01914673,0.007037553,0.01189265,0.00183007,0.699339],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2433861,"threshold_uncertainty_score":0.999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4663005294584741,"score_gpt":0.3879722853098168,"score_spread":0.0783282441486573,"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."}}