{"id":"W2947883667","doi":"10.25316/ir-7065","title":"What's on your plate?","year":2019,"lang":"en","type":"article","venue":"VIUSpace (Vancouver Island University Library)","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002223822,0.0001972935,0.0002311631,0.0003355765,0.0005716953,0.00007564884,0.000475015,0.0002361563,0.0113748],"category_scores_gemma":[0.00005822078,0.0001907244,0.00008347441,0.0005649185,0.00005470742,0.005018087,0.000341692,0.0008950777,0.00934604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002408392,"about_ca_system_score_gemma":0.0006907705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003114028,"about_ca_topic_score_gemma":0.00961271,"domain_scores_codex":[0.9978909,0.00049786,0.0001625332,0.0004412912,0.0004220803,0.0005852829],"domain_scores_gemma":[0.9984766,0.0004542777,0.0001644328,0.0005797992,0.00006729831,0.0002575446],"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":[0.0004475269,0.0001348036,0.06414525,0.00007650778,0.00003775223,0.00003676699,0.003814448,0.00001255483,0.00002965277,0.001516206,0.9291621,0.0005863876],"study_design_scores_gemma":[0.001545543,0.0001251979,0.02732967,0.0001465508,0.0000164841,7.047682e-7,0.06173392,0.00007037624,0.0001037999,0.0001700775,0.90852,0.0002377107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.392507,0.00004401913,0.0000168849,0.005026096,0.003809742,0.0006206721,0.00002811272,0.0001589517,0.5977885],"genre_scores_gemma":[0.2054872,0.0003779833,0.00008780728,0.001516813,0.0002166108,0.000002191829,0.00002467599,0.00004105462,0.7922457],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1944572,"threshold_uncertainty_score":0.9914253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02878607532031764,"score_gpt":0.330231485380884,"score_spread":0.3014454100605664,"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."}}