{"id":"W4394692403","doi":"10.1111/jpy.13445","title":"From rubies to rosettes","year":2024,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biochemist; Biologist; Biology; Geneticist; Algae; Evolutionary biology; Ecology; Environmental ethics; Botany; Classics; Genetics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004167364,0.0004540698,0.0002929594,0.001255006,0.003033013,0.004055844,0.000863863,0.001252156,0.02525592],"category_scores_gemma":[0.00259995,0.0003934287,0.0003406076,0.0009115569,0.005250041,0.004860908,0.003695403,0.003056474,0.01105326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570601,"about_ca_system_score_gemma":0.0009940942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00488542,"about_ca_topic_score_gemma":0.007525257,"domain_scores_codex":[0.9990934,0.0001877716,0.00003540855,0.0002822026,0.0002576689,0.000143589],"domain_scores_gemma":[0.999294,0.000132649,0.0000952395,0.0001626889,0.0001880572,0.0001273585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001475667,0.00005672143,0.00404357,0.0006260189,0.00002557459,0.001509331,0.03784318,0.0002132496,0.006804926,0.605198,0.09174562,0.2517861],"study_design_scores_gemma":[0.00000495526,0.00003792956,0.002961596,0.000273409,0.000005742121,0.001610614,0.003083011,0.00006810304,0.0007589937,0.02660491,0.9645715,0.00001928495],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04719378,0.03050288,0.01043768,0.009322249,0.002258363,0.00007277484,0.0006153794,0.001048594,0.8985484],"genre_scores_gemma":[0.6413624,0.01855814,0.009205604,0.00624855,0.00127734,0.00007276393,0.0005976771,0.001260369,0.3214172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02525592,"threshold_uncertainty_score":0.08448946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01193748714883784,"score_gpt":0.2678483666059724,"score_spread":0.2559108794571346,"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."}}