{"id":"W7108205637","doi":"10.29173/jchla29842","title":"The Lens (product review)","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Lens (geology); Window (computing); Contact lens; Reflection (computer programming); Simple lens","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003314336,0.0009000581,0.001172687,0.00434806,0.0009585553,0.00585097,0.001559248,0.003260355,0.1911323],"category_scores_gemma":[0.01080036,0.0004561687,0.001328155,0.002659746,0.00062115,0.002975151,0.001610955,0.001955427,0.1058295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002502538,"about_ca_system_score_gemma":0.007832034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005991525,"about_ca_topic_score_gemma":0.0120346,"domain_scores_codex":[0.9966012,0.0003788019,0.0002892547,0.0002338875,0.002250968,0.0002457965],"domain_scores_gemma":[0.9883566,0.0009270845,0.0008900143,0.0003625823,0.008576768,0.0008868302],"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":[0.000067649,0.00001766055,0.00005491502,0.003796047,0.00002323788,0.00004405604,0.00002213826,0.00001549922,0.0006080322,0.001322112,0.811057,0.1829717],"study_design_scores_gemma":[0.00002103202,0.00002266465,0.0001651242,0.0009116633,0.00002521131,0.00009161483,0.00001271418,0.000007980342,0.0002326152,0.0002007214,0.9983021,0.000006449841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009604654,0.5938329,0.002465516,0.02721883,0.03326125,0.001616601,0.009385756,0.001856364,0.3294025],"genre_scores_gemma":[0.008290799,0.4626477,0.004572272,0.02509396,0.01190637,0.001048813,0.009363178,0.0007990822,0.4762778],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.994149,"threshold_uncertainty_score":0.6394014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008910939827032248,"score_gpt":0.2698773422571936,"score_spread":0.2609664024301614,"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."}}