{"id":"W6922231579","doi":"10.1051/bioconf/202414006006/pdf","title":"Referral programs as a referral recruiting tool","year":2024,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Patient referral; Quarter (Canadian coin); Factory (object-oriented programming); MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002436746,0.0001977288,0.0002163228,0.0005458785,0.00009416908,0.0001561795,0.0009994555,0.0002238016,0.000007057102],"category_scores_gemma":[0.0001433737,0.0001914315,0.0001040122,0.001129627,0.0001349838,0.0005643145,0.0004444821,0.0005239757,0.00009972826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009184389,"about_ca_system_score_gemma":0.0002386743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000275531,"about_ca_topic_score_gemma":0.000007071221,"domain_scores_codex":[0.9985007,0.000005373704,0.0003816781,0.0004867417,0.000239614,0.0003859052],"domain_scores_gemma":[0.9990986,0.00001603656,0.00006481262,0.000667161,0.00009213916,0.00006124304],"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":[0.000001138056,0.0000309031,0.0002501888,0.00009387041,0.00003971594,0.00002644336,0.0001141246,0.0004536691,0.002265129,0.7839934,0.00007867313,0.2126527],"study_design_scores_gemma":[0.0004709034,0.0004628047,0.002254291,0.002182115,0.00005773949,0.0003351676,0.0001047778,0.06643734,0.01876818,0.09429543,0.813401,0.001230196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7447855,0.002300691,0.1970136,0.02322485,0.008962602,0.0006475485,0.000002810423,0.004442594,0.01861976],"genre_scores_gemma":[0.7668377,0.00005427322,0.2324371,0.00004824702,0.0002349374,0.00005077351,0.000003394683,0.00001971985,0.0003139116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8133224,"threshold_uncertainty_score":0.780635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03496951271241418,"score_gpt":0.2777409764137995,"score_spread":0.2427714637013854,"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."}}