{"id":"W1983818013","doi":"10.1097/opx.0b013e31815a3fcd","title":"Down Under Optometry Takes a Big Leap","year":2007,"lang":"en","type":"editorial","venue":"Optometry and Vision Science","topic":"Cold Fusion and Nuclear Reactions","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Optometry; Graduate degree; Medicine; Medical education; Ophthalmology; Library science; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002727333,0.000368081,0.0004175488,0.002044308,0.00120327,0.0008460356,0.0008722406,0.0005711686,0.003198533],"category_scores_gemma":[0.0009788593,0.0002892029,0.0001185613,0.004707937,0.001158541,0.0006190444,0.0001162029,0.001106045,0.000801714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002725767,"about_ca_system_score_gemma":0.0003627125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003730238,"about_ca_topic_score_gemma":0.00008400947,"domain_scores_codex":[0.995082,0.0000562389,0.0004205619,0.0010674,0.002644803,0.0007290425],"domain_scores_gemma":[0.996944,0.001344812,0.0002219299,0.0005416266,0.0003292855,0.0006183221],"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":[0.0001196809,0.00007404928,0.006568233,0.00007979362,0.00001700569,0.00002277988,0.0001168668,0.00002435303,0.0002932877,0.00001804178,0.6871343,0.3055316],"study_design_scores_gemma":[0.0003070405,0.0002175315,0.1342792,0.0001118896,0.00002173991,0.00001537135,0.0003770695,0.0005608031,0.00005285569,0.00002098608,0.8635904,0.0004451234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.09962808,0.001145743,0.0003778624,0.0002214582,0.8460326,0.0002858099,0.0002698269,0.0001659441,0.05187274],"genre_scores_gemma":[0.5916495,0.001939207,0.001720646,0.0005922662,0.3963418,0.000001930661,0.0002413982,0.0000301176,0.00748315],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4920214,"threshold_uncertainty_score":0.9999763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01574380711139712,"score_gpt":0.3779351099572307,"score_spread":0.3621913028458336,"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."}}