{"id":"W4285805113","doi":"10.3917/i2d.221.0064","title":"Lis mon livre, ou la lectrice artificielle des personnes âgées","year":2022,"lang":"fr","type":"article","venue":"I2D - Information données & documents","topic":"Aging, Elder Care, and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001510845,0.0004182297,0.000463947,0.0004110071,0.005236127,0.0003550591,0.0005958315,0.0003767477,0.005722721],"category_scores_gemma":[0.0003435152,0.0004678197,0.0002390022,0.0009315845,0.0002705889,0.003999879,0.0005543472,0.001336462,0.00233184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007762587,"about_ca_system_score_gemma":0.0003515926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008510225,"about_ca_topic_score_gemma":0.0004098686,"domain_scores_codex":[0.9951352,0.001295119,0.001195191,0.0002998227,0.001002939,0.001071706],"domain_scores_gemma":[0.9975293,0.0006114171,0.0007896415,0.0004330765,0.0003504002,0.0002861769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001295137,0.0003443365,0.006414261,0.001180304,0.0002019582,0.00001550854,0.763493,0.0006386461,0.00002141855,0.0123394,0.1488133,0.0664083],"study_design_scores_gemma":[0.0008423589,0.0002147816,0.001251556,0.0002570183,0.0001085979,0.000009315851,0.2894014,0.001381418,0.00009530574,0.003494317,0.7025002,0.0004436625],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7143987,0.01351631,0.001317504,0.008022246,0.008544046,0.002196776,0.0004403957,0.0005571988,0.2510068],"genre_scores_gemma":[0.9274144,0.003351526,0.0004288059,0.006081457,0.0007211205,0.0004822415,0.0004256065,0.00005867836,0.06103619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5536869,"threshold_uncertainty_score":0.9997774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03600521196173904,"score_gpt":0.3350047189359446,"score_spread":0.2989995069742056,"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."}}