{"id":"W7084253775","doi":"","title":"Comparison of sperm availability in hybridizing male Fundulus heteroclitus and F. diaphanus in Porters Lake, Nova Scotia","year":2025,"lang":"en","type":"article","venue":"Saint Mary's University Institutional Repository (Saint Mary's University)","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fundulus; Nova scotia; Sperm; Resource (disambiguation); Population; Gastropoda","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001732512,0.0001128812,0.0002487335,0.00128829,0.0008799591,0.000463546,0.0003841681,0.0002144424,0.002966993],"category_scores_gemma":[0.0006093418,0.0001460896,0.0001934421,0.001272789,0.0003045741,0.0001528285,0.0003948185,0.0001460578,0.0003684762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002955984,"about_ca_system_score_gemma":0.001512717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7899846,"about_ca_topic_score_gemma":0.9490573,"domain_scores_codex":[0.9998561,0.00001897787,0.00000627913,0.00005112465,0.00003211521,0.00003540781],"domain_scores_gemma":[0.999284,0.0002226846,0.0001327015,0.00002328356,0.0002158467,0.0001215852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000368066,0.0000334755,0.9620072,0.0001803132,0.0001490507,0.0003701181,0.002181552,0.001327777,0.02236877,0.0002310688,0.001687511,0.009094967],"study_design_scores_gemma":[0.000001370791,0.0000123063,0.9982864,0.000004903835,0.00001296431,0.00002536935,0.0008749113,0.0001645882,0.0002056901,0.00001678658,0.0003917606,0.000002855487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930379,0.0001924114,0.0001827891,0.00003820696,0.000004215553,0.00001632648,0.003532087,0.00001700492,0.002979028],"genre_scores_gemma":[0.9937995,0.0001025326,0.0003488808,0.00003034306,0.000001284166,0.00001538502,0.002080517,0.00001160427,0.00360998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2100154,"threshold_uncertainty_score":0.4225044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01644484657702985,"score_gpt":0.2277439086941137,"score_spread":0.2112990621170838,"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."}}