{"id":"W2992352037","doi":"10.15173/ijrr.v2i1.4156","title":"International Journal of Risk and Recovery, beginning of an exciting journey","year":2019,"lang":"en","type":"article","venue":"International Journal of Risk and Recovery","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Subspecialty; Library science; Medical education; Editorial board; Management; Psychology; Psychiatry; Medicine; Computer science","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":[0.004784429,0.000158266,0.0005503787,0.0004641252,0.0001755112,0.00004304299,0.0003811956,0.0002897087,0.0002952596],"category_scores_gemma":[0.002349589,0.0001205703,0.0002198556,0.00009352436,0.00008903997,0.0008813385,0.0001176065,0.002082285,0.000005203191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791086,"about_ca_system_score_gemma":0.0007206844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003043533,"about_ca_topic_score_gemma":0.00003756708,"domain_scores_codex":[0.9962915,0.0007129673,0.001643409,0.0001541088,0.0009515513,0.0002465118],"domain_scores_gemma":[0.9920223,0.002087822,0.00357751,0.0001137092,0.001938451,0.0002602435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001720663,0.0002150143,0.6369239,0.0001240479,0.0009807602,0.0001223056,0.02501927,0.0003716848,0.0006891486,0.0001964538,0.003951056,0.3296857],"study_design_scores_gemma":[0.01925819,0.003258251,0.7324546,0.008193609,0.0004925934,0.003527221,0.09416544,0.001585894,0.0003188124,0.01245629,0.1235951,0.00069401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874569,0.001206827,0.001689767,0.0007072161,0.007482187,0.0001050122,0.0000868375,0.000005033148,0.001260213],"genre_scores_gemma":[0.9612088,0.03102791,0.00343751,0.0006542111,0.003480193,6.968439e-7,0.000007072379,0.00002229878,0.0001613217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3289917,"threshold_uncertainty_score":0.9046608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02474567304092979,"score_gpt":0.3839966292153755,"score_spread":0.3592509561744457,"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."}}