{"id":"W2904323331","doi":"10.15173/m.v1i33.1798","title":"Dr. Deborah Sloboda","year":2018,"lang":"en","type":"article","venue":"The Meducator","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Peer review; Psychology; Gerontology; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003044323,0.00003860675,0.00004719642,0.00001224705,0.001431899,0.00003282551,0.0001641184,0.00002246499,0.0007212418],"category_scores_gemma":[0.0001289582,0.00002206731,0.00003192289,0.000191659,0.0006917766,0.00004190545,0.00003147024,0.00004232971,0.0004723667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003624218,"about_ca_system_score_gemma":0.0001808483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002031957,"about_ca_topic_score_gemma":0.003239116,"domain_scores_codex":[0.9994733,0.00007050221,0.00005639583,0.00007293495,0.0001504493,0.0001763765],"domain_scores_gemma":[0.9996353,0.0000690156,0.00002166609,0.0001416507,0.00007196164,0.00006044531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007779242,0.00005574265,0.001701926,0.000002680377,0.00003919838,0.000001031507,0.1543709,2.039218e-7,0.0001743987,0.3385275,0.498667,0.006451647],"study_design_scores_gemma":[0.00003233591,0.0000119344,0.003579397,0.00000259309,0.000009624842,4.449209e-7,0.01231306,0.000001275658,0.0001373585,0.00234395,0.9815245,0.00004355727],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4166527,0.0004328804,0.00001769166,0.1060486,0.002703131,0.000187725,0.000002945772,0.00007035028,0.473884],"genre_scores_gemma":[0.9720938,0.00002291247,0.00005845054,0.0006104044,0.002621229,0.000009820257,3.840007e-7,0.000004133254,0.02457892],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5554411,"threshold_uncertainty_score":0.9998681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205865725286058,"score_gpt":0.3608032669537619,"score_spread":0.3287446097009014,"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."}}