{"id":"W2944736202","doi":"10.15353/cjo.78.472","title":"Is it Time to Look at What We Do?","year":2016,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","bibliometrics","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007897194,0.0005794124,0.001331473,0.01713554,0.0009140226,0.003125876,0.004027579,0.0004033541,0.04511977],"category_scores_gemma":[0.004205116,0.0004022221,0.0008566524,0.008817528,0.0005469323,0.004673603,0.0001510154,0.0009315119,0.005748389],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003924017,"about_ca_system_score_gemma":0.01434628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002947546,"about_ca_topic_score_gemma":0.004380658,"domain_scores_codex":[0.9902405,0.0005857664,0.002940738,0.0006256662,0.003638198,0.001969137],"domain_scores_gemma":[0.9763324,0.001316562,0.001878688,0.0009664238,0.007133912,0.01237202],"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":[0.0002467808,0.00002576132,0.2890733,0.0000131049,0.0002679808,0.002253035,0.00185507,0.00007501161,0.0009016007,0.000006686582,0.6897486,0.01553302],"study_design_scores_gemma":[0.004229621,0.00313948,0.3227955,0.003200805,0.0001884328,0.009115201,0.01584043,0.00009344647,0.00515648,0.0002715493,0.6342416,0.001727386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.888078,0.00504797,0.001068025,0.09748483,0.002973022,0.0003037051,0.0003975058,0.00000470177,0.004642244],"genre_scores_gemma":[0.9647971,0.0002253258,0.0008659582,0.002083928,0.001302972,0.000002772366,0.000001998423,0.00007445968,0.03064553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0954009,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05470311823937609,"score_gpt":0.4181196587042279,"score_spread":0.3634165404648518,"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."}}