{"id":"W4412124323","doi":"10.1525/sfs.2025.52.2.278","title":"Seaweed Salvation","year":2025,"lang":"en","type":"article","venue":"Science Fiction Studies","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Art","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":[0.0006110204,0.00005702894,0.000089492,0.0001202193,0.0005420751,0.0000196521,0.0001988358,0.00001821144,0.000276121],"category_scores_gemma":[0.0003374376,0.0000481673,0.00002392317,0.001725889,0.0009951247,0.0003223571,0.0002751758,0.0000475438,0.0003804585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003306662,"about_ca_system_score_gemma":0.00001823285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005221201,"about_ca_topic_score_gemma":0.00010662,"domain_scores_codex":[0.9991598,0.00002046422,0.0001305837,0.0002713377,0.0002350901,0.0001826848],"domain_scores_gemma":[0.9996884,0.00004330487,0.00004158424,0.0001700415,0.00003851217,0.00001816577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001965598,0.0001587436,0.5328909,0.00001423703,0.0001190075,0.000003232791,0.00322578,0.008965279,0.1123215,0.01492636,0.1871606,0.1401947],"study_design_scores_gemma":[0.0002168188,0.00004826382,0.8723492,0.00001068385,0.00004130138,0.00000165795,0.002950527,0.003030228,0.01394222,0.004628927,0.1026043,0.0001758564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6668348,0.0001529417,0.00205135,0.002507919,0.001244766,0.0001634575,4.822031e-7,0.0001017545,0.3269425],"genre_scores_gemma":[0.987214,0.00007128625,0.0006318621,0.0006253862,0.00001540502,0.00002142061,3.172499e-7,0.000001465609,0.01141889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3394584,"threshold_uncertainty_score":0.4890152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832733432743329,"score_gpt":0.3244535274758315,"score_spread":0.3061261931483982,"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."}}