{"id":"W3201411930","doi":"10.1016/j.fertnstert.2021.07.1006","title":"SURVEY OF NORTH AMERICAN IVF LAB PROFESSIONALS: GOALS AND CHALLENGES","year":2021,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Fertility Centre","funders":"","keywords":"Staffing; Remuneration; Seniority; Medical education; Computer-assisted web interviewing; Social media; Medicine; Psychology; Family medicine; Nursing","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":[0.009059921,0.0002640633,0.0002993973,0.001513437,0.002158923,0.00197501,0.001047589,0.00143529,0.00176374],"category_scores_gemma":[0.01238724,0.000283697,0.000254943,0.003630478,0.0008826387,0.00136054,0.001957648,0.001076469,0.0005976509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002674056,"about_ca_system_score_gemma":0.01031668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1120615,"about_ca_topic_score_gemma":0.2363981,"domain_scores_codex":[0.9945548,0.002676191,0.0004261743,0.0003208365,0.001180941,0.0008409488],"domain_scores_gemma":[0.984814,0.003346688,0.002014892,0.0004616625,0.006671625,0.00269112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004347183,0.0002865258,0.9661607,0.0002097142,0.00002081571,0.00007041037,0.005459581,0.00005055658,0.0003038656,0.0004806894,0.00563718,0.02127659],"study_design_scores_gemma":[0.000009431069,0.0001248051,0.9462139,0.0002397783,0.00001689839,0.00008742396,0.04264765,0.0002880813,0.0001211355,0.0002647986,0.009973224,0.00001296723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521406,0.002292837,0.001035858,0.02639822,0.0001276143,0.0004026166,0.00267204,0.00002349798,0.01490673],"genre_scores_gemma":[0.9804,0.002673371,0.002397503,0.009740286,0.0001040577,0.00067637,0.001744875,0.000009343854,0.002254313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1120615,"threshold_uncertainty_score":0.2228184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2930220132730915,"score_gpt":0.4467904277228409,"score_spread":0.1537684144497495,"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."}}