{"id":"W4392609566","doi":"10.33137/ijournal.v8i2.41037","title":"Irrationally Reproducing Reproduction","year":2023,"lang":"en","type":"article","venue":"The iJournal Student Journal of the Faculty of Information","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reproduction; Computer science; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004520563,0.0003940522,0.0002392606,0.0008957978,0.00256313,0.006079173,0.0008848798,0.001835764,0.01775102],"category_scores_gemma":[0.0149715,0.0002291562,0.0003436653,0.0005928811,0.02646187,0.00495395,0.005147079,0.002618684,0.003456014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001983171,"about_ca_system_score_gemma":0.001607729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001622071,"about_ca_topic_score_gemma":0.001631304,"domain_scores_codex":[0.9956073,0.002431356,0.0001426702,0.0006582538,0.0008551015,0.0003053044],"domain_scores_gemma":[0.9926555,0.003387867,0.0006169186,0.002627088,0.0004808788,0.0002317203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003325188,0.00001502618,0.0008644648,0.00005511444,0.000006685656,0.0002464836,0.0225685,0.0001883747,0.0009192217,0.9371977,0.008348078,0.02955716],"study_design_scores_gemma":[0.0000181501,0.00007698651,0.001512793,0.000308261,0.00001826488,0.001425894,0.009146486,0.0007510661,0.003083955,0.2379457,0.7456682,0.00004424886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06402103,0.004866057,0.05288101,0.02598177,0.001774327,0.00009634581,0.0002616028,0.0007910432,0.8493267],"genre_scores_gemma":[0.8690529,0.002350352,0.01107573,0.004707942,0.000576456,0.0001083783,0.0001374369,0.0003616874,0.1116292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01775102,"threshold_uncertainty_score":0.05938303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429832224788973,"score_gpt":0.3326058759152879,"score_spread":0.2983075536673981,"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."}}