{"id":"W4280620153","doi":"10.1101/2022.05.16.492197","title":"Protective geometry and reproductive anatomy as candidate determinants of clutch size variation in pentatomid bugs","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley; Université de Montréal; McGill University; Agriculture and Agri-Food Canada","funders":"Israel Institute for Advanced Studies","keywords":"Ovariole; Avian clutch size; Biology; Clutch; Range (aeronautics); Heteroptera; Zoology; Evolutionary biology; Ecology; Reproduction; Physics; Oocyte; Genetics; Engineering","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":[0.000271301,0.0002061269,0.0002144033,0.0007496543,0.0002124461,0.0004696299,0.0001734877,0.0002200828,0.002263278],"category_scores_gemma":[0.001324699,0.0001838296,0.0001719356,0.000409852,0.0003644234,0.0002450422,0.0003087932,0.0002276295,0.0001123398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240176,"about_ca_system_score_gemma":0.00007092289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001228755,"about_ca_topic_score_gemma":0.002491604,"domain_scores_codex":[0.9998459,0.00003488911,0.000009720377,0.0000613606,0.00002494927,0.00002317655],"domain_scores_gemma":[0.9989792,0.0003169709,0.0004604178,0.00005185819,0.00005061507,0.0001409594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002077575,0.00003526383,0.9739835,0.0000398265,0.0000690788,0.0001230085,0.000255767,0.0001873824,0.02145894,0.0001024899,0.0001045239,0.003432568],"study_design_scores_gemma":[0.000001084368,0.00001625428,0.9996158,0.00000143767,0.000005532526,0.00003569913,0.00004671977,0.0001426225,0.00008482349,0.00002236909,0.0000263619,0.000001320488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994459,0.00007387224,0.0001799788,0.000009579441,0.000001765418,0.000002293392,0.00008954838,0.000003524207,0.0001936037],"genre_scores_gemma":[0.999594,0.00001858821,0.0002203537,0.000005614295,0.000001653213,0.000002848694,0.00007068868,0.000003824026,0.00008250256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002263278,"threshold_uncertainty_score":0.007571399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244093733230744,"score_gpt":0.2349454973888428,"score_spread":0.2225045600565354,"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."}}