{"id":"W2767491083","doi":"10.1080/19420889.2017.1395994","title":"Octopus engineering, intentional and inadvertent","year":2017,"lang":"en","type":"article","venue":"Communicative & Integrative Biology","topic":"Cephalopods and Marine Biology","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"University of Sydney; Alaska Pacific University","keywords":"octopus (software); Biology; Medicine; Zoology; Fishery; Chemistry","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":[0.0001799445,0.0001750192,0.0002534793,0.00001264014,0.0004959078,0.00005021378,0.000820952,0.0001238284,0.0003315776],"category_scores_gemma":[0.0004101834,0.00006216297,0.00007877925,0.00003461022,0.0006539709,0.00008691563,0.0009317469,0.0002532327,0.00001927754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002817393,"about_ca_system_score_gemma":0.000006037989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100549,"about_ca_topic_score_gemma":0.00225557,"domain_scores_codex":[0.9991853,0.0001322719,0.0001715571,0.0002601495,0.00003478137,0.0002159577],"domain_scores_gemma":[0.9990703,0.0003073313,0.0001662875,0.0002421821,0.00013634,0.00007755744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007050795,0.0001406812,0.1259037,0.000003327868,0.0001101692,0.000002761211,0.0002303347,4.672725e-8,0.2456411,0.2427611,0.0006527829,0.3844835],"study_design_scores_gemma":[0.0001873128,0.0004843127,0.8067803,0.00002057132,0.000008529314,0.00001468385,0.0003895983,0.00006670352,0.001081378,0.005811386,0.1849579,0.0001973029],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981124,0.0009833948,0.00009299239,0.004486679,0.0002398703,0.0002181472,0.00009352265,0.00005408279,0.01270727],"genre_scores_gemma":[0.998093,0.0005952769,0.0004686136,0.0001905684,0.0001019882,0.0000403513,0.0001380108,9.476393e-7,0.0003712497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6808767,"threshold_uncertainty_score":0.3814172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02449225947434474,"score_gpt":0.2735128417257329,"score_spread":0.2490205822513882,"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."}}