{"id":"W4407859886","doi":"10.1093/plankt/fbaf008","title":"2025 Cushing Prize","year":2025,"lang":"en","type":"article","venue":"Journal of Plankton Research","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.004002255,0.00004212309,0.000192147,0.0002264864,0.00009346978,0.00003075254,0.000230426,0.00007828622,0.0007941388],"category_scores_gemma":[0.002890734,0.0000200627,0.00006877756,0.0005419725,0.0001960262,0.00004517966,0.00007340228,0.0007843993,0.00003293876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004670045,"about_ca_system_score_gemma":0.0003823549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001880225,"about_ca_topic_score_gemma":0.000002827012,"domain_scores_codex":[0.9983511,0.0001415787,0.0002753428,0.00009023307,0.0008903865,0.000251346],"domain_scores_gemma":[0.9987542,0.0005955014,0.00005168568,0.00007585878,0.0003123803,0.0002103569],"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":[0.001663126,0.0007603624,0.2476138,0.0002936916,0.000162191,0.001246962,0.0001772055,0.000002531331,0.1157699,0.009047723,0.4243294,0.1989331],"study_design_scores_gemma":[0.002185894,0.00276622,0.3008469,0.001382095,0.00003675495,0.0002213516,0.0006970666,0.0001947979,0.008265127,0.01669429,0.6666116,0.00009785471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8920528,0.001113111,0.0001989438,0.04422794,0.0003406035,0.0001280404,0.000001179932,0.00000710974,0.06193033],"genre_scores_gemma":[0.9872236,0.0003247922,0.0007349852,0.0007871125,0.0003341154,0.00000103886,7.277736e-7,0.000001249155,0.01059241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2422822,"threshold_uncertainty_score":0.8695263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1609971016351451,"score_gpt":0.4741208094809473,"score_spread":0.3131237078458022,"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."}}