{"id":"W4256697001","doi":"10.15173/m.v1i37.2501","title":"ForumSpace","year":2020,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001486247,0.00007448261,0.00007763243,0.00001132799,0.00007636369,0.00002057898,0.0003329483,0.00001513766,0.0006551875],"category_scores_gemma":[0.0002431156,0.00004504394,0.00004137977,0.0002558821,0.00006371442,0.00004223639,0.00006315607,0.000107246,0.04285856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002571431,"about_ca_system_score_gemma":0.00009371252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001535062,"about_ca_topic_score_gemma":0.000004476115,"domain_scores_codex":[0.9993991,0.0000547237,0.00006660717,0.0001210897,0.0001520662,0.0002063681],"domain_scores_gemma":[0.9994755,0.00005483255,0.00003236784,0.0002622405,0.0000169879,0.0001580115],"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":[0.00003824604,0.00003457624,0.001557571,0.000008041248,0.00002703533,0.00000187189,0.01163026,0.000003688941,0.03118458,0.005542208,0.9492906,0.0006813317],"study_design_scores_gemma":[0.000227148,0.00004263462,0.003630859,0.000004715793,0.00003234895,0.00000723626,0.004243575,0.0001235711,0.02154723,0.0006396621,0.9693511,0.0001499091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8407215,0.0003477069,0.00003139037,0.142545,0.0003160869,0.0002133112,0.00001413845,0.0002644905,0.01554628],"genre_scores_gemma":[0.9934679,0.00000156553,0.0002311727,0.004805878,0.0004740458,0.00001826222,0.000001802717,0.00004736752,0.0009520109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1527463,"threshold_uncertainty_score":0.9578867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05455716245901861,"score_gpt":0.2628185204476714,"score_spread":0.2082613579886528,"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."}}