{"id":"W2903304579","doi":"10.1016/j.asd.2018.11.007","title":"Occurrence and predictive utility of isochronal, equiproportional, and other types of development among arthropods","year":2018,"lang":"en","type":"article","venue":"Arthropod Structure & Development","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"University of New Brunswick","keywords":"Biology; Copepod; Juvenile; Developmental stage; Larva; Crustacean; Taxon; Stage (stratigraphy); Ecology; Zoology; Developmental psychology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0023476,0.0002996392,0.0001764754,0.001728851,0.0002949985,0.0006261172,0.0004793674,0.0005298881,0.001887365],"category_scores_gemma":[0.008704395,0.0002003712,0.0004276311,0.0007052937,0.0004826401,0.0005528273,0.0005882254,0.0007685313,0.0002219222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001811688,"about_ca_system_score_gemma":0.000179321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002109421,"about_ca_topic_score_gemma":0.002977622,"domain_scores_codex":[0.9993711,0.0002196936,0.00007153334,0.0001957319,0.00007026519,0.00007170163],"domain_scores_gemma":[0.9905277,0.005297664,0.001984724,0.001186262,0.0005051508,0.0004984696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001556136,0.0000156086,0.9964896,0.000003586795,0.0000484532,0.00001650259,0.00004020441,0.0001805277,0.0002708661,0.00003664194,0.00003440473,0.002707996],"study_design_scores_gemma":[0.000008526046,0.00007386124,0.9940692,0.000007036334,0.00007307568,0.0003246503,0.0001994539,0.004443618,0.0003669774,0.0002547908,0.0001712328,0.000007650844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985418,0.0002247445,0.0004022774,0.00002632321,0.000009634395,0.000003866614,0.0002541771,0.00001123978,0.0005258613],"genre_scores_gemma":[0.9995022,0.00003679074,0.0001464611,0.000005281015,0.000007209472,0.000003058216,0.0002054633,0.000004116171,0.00008930993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0023476,"threshold_uncertainty_score":0.01241547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087291560209892,"score_gpt":0.2415978167947628,"score_spread":0.2307249011926638,"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."}}