{"id":"W2883633977","doi":"10.1101/379164","title":"Occurrence and predictive utility of isochronal, equiproportional, and other types of development among arthropods","year":2018,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Arthropod; Taxon; Developmental stage; Copepod; Crustacean","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":[0.001171264,0.0003672745,0.000299491,0.001552355,0.0003015522,0.000770022,0.0002683109,0.000296423,0.002055415],"category_scores_gemma":[0.003459377,0.0001881837,0.0004899912,0.000990004,0.0002677798,0.0004905678,0.0005088758,0.0004222927,0.0003397992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002283364,"about_ca_system_score_gemma":0.0001478727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001788602,"about_ca_topic_score_gemma":0.00324093,"domain_scores_codex":[0.9994946,0.0001112251,0.00005959614,0.0002200466,0.00006224222,0.00005235765],"domain_scores_gemma":[0.9970192,0.001016319,0.001165267,0.0002447543,0.0003328065,0.0002217946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001600683,0.00001775459,0.9882642,0.00006343065,0.0001193824,0.00005358831,0.00007570183,0.0005075515,0.001853215,0.00006367156,0.0001489989,0.008672329],"study_design_scores_gemma":[0.000003386089,0.00005511252,0.9965667,0.00002463529,0.00005215879,0.0001777607,0.0001139716,0.001951476,0.0004332179,0.0001599123,0.0004529072,0.000008853233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942315,0.001766427,0.001634058,0.00002658257,0.00002808841,0.00001338966,0.00108499,0.00003274233,0.001182342],"genre_scores_gemma":[0.9978124,0.0001688475,0.001034857,0.000009075004,0.00001014975,0.000009793039,0.0008199756,0.000009105971,0.0001257274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002055415,"threshold_uncertainty_score":0.006875992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061409936576244,"score_gpt":0.2019323068787573,"score_spread":0.1913182075129949,"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."}}