{"id":"W4412372518","doi":"10.1002/nse2.70020","title":"Sustaining socially just and accurate life sciences teaching for sex, gender, and reproduction?","year":2025,"lang":"en","type":"article","venue":"Natural sciences education","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Science Foundation","keywords":"Reproduction; Geography; Sociology; Ecology; Biology","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":[0.02782292,0.0002912115,0.0003361051,0.0005775079,0.007800152,0.008966019,0.001618356,0.002456424,0.007424039],"category_scores_gemma":[0.02946566,0.0002181033,0.000316287,0.0003733528,0.02733258,0.006291795,0.01492884,0.003689714,0.0008086983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005637924,"about_ca_system_score_gemma":0.01581805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002638077,"about_ca_topic_score_gemma":0.003814652,"domain_scores_codex":[0.9833685,0.012291,0.0002033884,0.000967364,0.001494151,0.001675604],"domain_scores_gemma":[0.9793819,0.008943289,0.002225323,0.001847609,0.002086724,0.0055152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001007123,0.000542368,0.02066456,0.0003632515,0.00003658172,0.0007039071,0.3348821,0.0005507687,0.004550026,0.4591779,0.02327275,0.1551551],"study_design_scores_gemma":[0.00006938691,0.0004530121,0.01095235,0.00089502,0.0000377395,0.0004715477,0.2756098,0.0009677465,0.00504338,0.3787147,0.3267091,0.00007620755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3571607,0.003352669,0.03000338,0.433202,0.002387575,0.0002012375,0.00006823169,0.0002270169,0.1733972],"genre_scores_gemma":[0.9836896,0.0003277167,0.002471771,0.00985324,0.0001635674,0.00006021563,0.00000865496,0.00003665567,0.003388662],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02782292,"threshold_uncertainty_score":0.1471435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09271024452954002,"score_gpt":0.461635987625252,"score_spread":0.368925743095712,"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."}}