{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002260836,0.0001807862,0.0002558175,0.000041115,0.0002148067,0.000005209317,0.0001106074,0.0001309995,0.005839721],"category_scores_gemma":[0.00003636675,0.0001489509,0.00001745414,0.0001158379,0.002958063,0.0000943659,0.0002906933,0.0001028358,0.00002030707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004254656,"about_ca_system_score_gemma":0.0001024435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000273896,"about_ca_topic_score_gemma":0.000785551,"domain_scores_codex":[0.9986928,0.00004655158,0.0004181031,0.0003928948,0.0001987842,0.0002508488],"domain_scores_gemma":[0.9994696,0.00003717902,0.00021506,0.0001506762,0.0000405565,0.0000869428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008055352,0.00005796274,0.9763095,0.00002670677,0.00007465312,0.000001180591,0.003871659,0.00000733726,0.001168766,0.0000924455,0.0009238226,0.01738542],"study_design_scores_gemma":[0.0002879145,0.0001735521,0.966226,0.00002018553,0.00001196693,0.00001077287,0.0002753763,0.00005730567,0.01915607,0.0006046479,0.01301095,0.0001653077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981465,0.0001597872,0.0004610524,0.00004016414,0.0001364668,0.0002105838,0.0000654593,0.00001283086,0.0007671103],"genre_scores_gemma":[0.9930624,0.00002628981,0.006755262,0.00007457121,0.00001554044,0.000006127134,0.00002527109,0.000004992281,0.00002952848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0179873,"threshold_uncertainty_score":0.9997553,"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."}}