{"id":"W2509342285","doi":"10.1071/rd16317","title":"Logistics of large scale commercial IVF embryo production","year":2016,"lang":"en","type":"article","venue":"Reproduction Fertility and Development","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Business; Scale (ratio); Production (economics); General partnership; Agriculture; Operations management; Biotechnology; Agricultural science; Engineering; Biology; Economics; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001401368,0.0001597863,0.0003462782,0.00008173948,0.0001769551,0.000003902197,0.00004944239,0.0001322049,0.00009541315],"category_scores_gemma":[0.001147857,0.0001055154,0.00004770028,0.0001450078,0.0003857392,0.0001121319,0.00007667528,0.0001196087,0.00002763793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009817976,"about_ca_system_score_gemma":0.0001663012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007178006,"about_ca_topic_score_gemma":0.00001364713,"domain_scores_codex":[0.9980748,0.0001010059,0.0005054114,0.0008730282,0.00020736,0.0002384278],"domain_scores_gemma":[0.998647,0.00002813423,0.0001327148,0.0006979508,0.0003944073,0.00009974383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01349068,0.001798273,0.5578768,0.000485732,0.0001856977,0.00000328572,0.001893508,0.000001305664,0.107839,0.0001008138,0.001217152,0.3151077],"study_design_scores_gemma":[0.0005184812,0.00009688443,0.7980123,0.00004945634,0.00002432663,0.00002531344,0.0001009216,9.151297e-7,0.1864837,0.0002271154,0.0143596,0.0001009573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900416,0.0004202787,0.004197113,0.003726431,0.0006821174,0.0004638498,0.000007053547,0.00007888221,0.0003826492],"genre_scores_gemma":[0.9955808,0.00007145303,0.002288861,0.00005868141,0.0001882601,0.00002331673,0.00001580962,0.00000897774,0.001763826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3150067,"threshold_uncertainty_score":0.4302795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04041799823780451,"score_gpt":0.2967110170613119,"score_spread":0.2562930188235074,"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."}}