{"id":"W4392456791","doi":"10.36941/ajis-2024-0038","title":"Analysis of the Scientific Production on Assisted Human Reproduction (2003-2023)","year":2024,"lang":"en","type":"article","venue":"Academic Journal of Interdisciplinary Studies","topic":"Diverse Topics in Contemporary Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reproduction; Production (economics); Human reproduction; Engineering ethics; Engineering; Environmental science; Biology; Ecology; Economics; Genetics","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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.0106521,0.0007793293,0.001156013,0.06289285,0.001105016,0.004942899,0.00113721,0.000965141,0.007427532],"category_scores_gemma":[0.04767913,0.0003588676,0.001346135,0.1250255,0.001032783,0.001658499,0.001798268,0.0008125494,0.002538897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01012995,"about_ca_system_score_gemma":0.04036049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05272744,"about_ca_topic_score_gemma":0.05718344,"domain_scores_codex":[0.985337,0.001547519,0.003219891,0.0006291774,0.008492514,0.0007739069],"domain_scores_gemma":[0.9247414,0.02749657,0.01570512,0.001592741,0.02890521,0.001558909],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006963699,0.0001000605,0.02875686,0.1784504,0.0009736228,0.00198427,0.005908546,0.000716881,0.003400863,0.01120074,0.2211279,0.5466835],"study_design_scores_gemma":[0.00003168116,0.0001185623,0.1630617,0.06419686,0.001171661,0.0009641598,0.003933425,0.0002017417,0.002588758,0.0009374977,0.7627406,0.0000533938],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05060476,0.5856829,0.001491737,0.01437715,0.00435925,0.001272659,0.2292605,0.0002799919,0.1126711],"genre_scores_gemma":[0.192648,0.6879985,0.005320234,0.003097232,0.001433202,0.001150227,0.0970987,0.0001669649,0.01108691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9893479,"threshold_uncertainty_score":0.1048411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1831102913328292,"score_gpt":0.4907168000687193,"score_spread":0.30760650873589,"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."}}