{"id":"W6930945722","doi":"10.5281/zenodo.14593292","title":"Breaking through the Recommendation Echo Chamber","year":2025,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discoverability; Metadata; Context (archaeology); Documentation; Echo (communications protocol); Relevance (law)","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001710602,0.0003041303,0.000444358,0.0002758894,0.001685169,0.0004734695,0.0006522426,0.0003106127,0.03815658],"category_scores_gemma":[0.003377416,0.0002406012,0.0002043194,0.000727626,0.0002241015,0.0001597098,0.001593003,0.001129388,0.002598171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007524461,"about_ca_system_score_gemma":0.00005461339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025655,"about_ca_topic_score_gemma":6.502349e-7,"domain_scores_codex":[0.9969889,0.0004607211,0.0005651689,0.0006571041,0.0008956065,0.0004324831],"domain_scores_gemma":[0.9961977,0.0001095513,0.0003366744,0.0008990592,0.002334556,0.0001224546],"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":[0.00007199796,0.0001057244,0.000001788657,0.0003657604,0.0001619476,0.00005020216,0.0003803368,6.822465e-7,0.0002976406,0.0009667191,0.8326505,0.1649467],"study_design_scores_gemma":[0.0003423441,0.0002050191,0.0001503866,0.0005175546,0.0001278986,0.0009290458,0.0001541711,0.0000188939,0.0003858125,0.0002296401,0.9967248,0.0002144313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001660912,0.0002073909,0.002783913,0.004840924,0.0002860093,0.001269471,0.0003359223,0.001453498,0.9886568],"genre_scores_gemma":[0.3496237,0.03972352,0.008220289,0.01321297,0.009804839,0.000004278335,0.1462087,0.02581249,0.4073892],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5812676,"threshold_uncertainty_score":0.9996145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109429644417628,"score_gpt":0.348733927043944,"score_spread":0.239304282626316,"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."}}