{"id":"W4248995124","doi":"10.22459/msja.04.01.2012","title":"Medical Student Journal of Australia: Volume Four, Issue 1","year":2012,"lang":"en","type":"paratext","venue":"Medical Student Journal of Australia","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002826676,0.0005960017,0.0005848436,0.002579507,0.002563847,0.006139425,0.0006902388,0.001877227,0.1941064],"category_scores_gemma":[0.01927085,0.0004751309,0.0002576743,0.00224336,0.0015734,0.003058472,0.001824024,0.002524059,0.07735513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002540953,"about_ca_system_score_gemma":0.007389854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004738793,"about_ca_topic_score_gemma":0.01336512,"domain_scores_codex":[0.9977609,0.000451597,0.0002319715,0.0001236273,0.001224863,0.0002070682],"domain_scores_gemma":[0.9861386,0.002408285,0.0007365631,0.0004098946,0.006833385,0.003473222],"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":[0.00002885949,0.00004415395,0.0006348856,0.0004200143,0.000002746128,0.00005033324,0.0001775705,0.00002291817,0.0001603254,0.002416804,0.9479935,0.04804798],"study_design_scores_gemma":[0.000008982513,0.00002774948,0.005591017,0.0003280584,0.00000256261,0.0001091457,0.0002511971,0.00003854056,0.0001252295,0.0006342459,0.9928758,0.000007460471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007081909,0.02786239,0.0006802718,0.1373324,0.1264532,0.000544026,0.002485934,0.000538322,0.6970217],"genre_scores_gemma":[0.01641783,0.01204309,0.0006615826,0.01223126,0.01443048,0.000159654,0.0008312326,0.0002779892,0.9429469],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8058936,"threshold_uncertainty_score":0.6493506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113712631995748,"score_gpt":0.5363376118415106,"score_spread":0.3249663486419358,"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."}}