{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004737443,0.0003767169,0.0001222554,0.0007142911,0.001076808,0.001374708,0.0004737893,0.0005867218,0.002560362],"category_scores_gemma":[0.00188043,0.000164539,0.0002453898,0.0004559502,0.001426858,0.0008414339,0.001425918,0.0006838878,0.0006245089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007871501,"about_ca_system_score_gemma":0.0007852557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006161299,"about_ca_topic_score_gemma":0.01525813,"domain_scores_codex":[0.9992139,0.0001058576,0.00005219231,0.0001116642,0.0002995559,0.0002167559],"domain_scores_gemma":[0.9990591,0.0001667756,0.0003129096,0.0001643283,0.000127315,0.0001695597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007147175,0.0008352253,0.3927264,0.0004639557,0.00009396124,0.04998256,0.01137977,0.002295347,0.1634084,0.03785988,0.005803834,0.3344361],"study_design_scores_gemma":[0.00005245728,0.003918578,0.3506413,0.0008739869,0.0002637666,0.1326616,0.02637533,0.009391869,0.171042,0.0154789,0.289038,0.0002622376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956015,0.0005469251,0.007720566,0.0009492415,0.0001621087,0.00009712014,0.0001000654,0.0001077698,0.03430122],"genre_scores_gemma":[0.9798012,0.0005615184,0.002989309,0.0004021722,0.0000274752,0.00003322921,0.00009395698,0.00002319324,0.01606795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006161299,"threshold_uncertainty_score":0.0122509,"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."}}