{"id":"W4281288390","doi":"10.1038/s41589-022-01045-z","title":"Old path, new frontier","year":2022,"lang":"en","type":"article","venue":"Nature Chemical Biology","topic":"Marine Sponges and Natural Products","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Treasure; Frontier; Path (computing); Biology; Computational biology; Computer science; Geography; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006685476,0.0007285779,0.000950509,0.001314213,0.003241892,0.008445271,0.001304436,0.00456412,0.0364646],"category_scores_gemma":[0.008272756,0.0002950848,0.0004091095,0.0008041943,0.01324365,0.01859533,0.004945109,0.01109158,0.01139126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002510831,"about_ca_system_score_gemma":0.004999663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001225094,"about_ca_topic_score_gemma":0.002315511,"domain_scores_codex":[0.9979745,0.000624746,0.00008236401,0.0003610823,0.0006863161,0.0002710944],"domain_scores_gemma":[0.9937471,0.001805301,0.0001903226,0.0007202799,0.001612246,0.001924678],"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":[0.0001086049,0.00007672569,0.0005568453,0.0004116049,0.00002547685,0.0002496962,0.001326258,0.0001327448,0.0009453514,0.3996117,0.484337,0.1122179],"study_design_scores_gemma":[0.000009987615,0.00003129241,0.0001776714,0.0002181322,0.000005177416,0.0001630698,0.001029655,0.00006208011,0.00009000923,0.0951713,0.9030279,0.00001378847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002390188,0.1791975,0.01083274,0.6373808,0.0613523,0.0000336626,0.0002181933,0.0003301463,0.1082645],"genre_scores_gemma":[0.1051906,0.1652378,0.01188446,0.3689608,0.06752682,0.0001569074,0.0003962697,0.0006673071,0.2799791],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0364646,"threshold_uncertainty_score":0.1219863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003873100390496787,"score_gpt":0.2343973652711797,"score_spread":0.2305242648806829,"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."}}