{"id":"W4406310684","doi":"10.1522/rhe.v9i1.1750","title":"Le projet LIAM : effets d’un programme de lecture interactive sur la fluidité en lecture et le vocabulaire d’élèves du 1er cycle du primaire avec et sans difficulté langagière durant la période estivale","year":2025,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002044677,0.0006183038,0.0006388093,0.0002929984,0.0003901643,0.0004161195,0.0004444277,0.000561944,0.00006937332],"category_scores_gemma":[0.001687038,0.0006368601,0.0002771192,0.0005437763,0.0001533085,0.000416309,0.0001309725,0.001373108,0.0000607945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009340533,"about_ca_system_score_gemma":0.002747599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002014512,"about_ca_topic_score_gemma":0.0007961445,"domain_scores_codex":[0.9938161,0.003375963,0.0006801802,0.0009686807,0.0002299127,0.0009291947],"domain_scores_gemma":[0.9967138,0.001794377,0.0003486474,0.0006227301,0.0002896516,0.0002307503],"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":[0.0006420653,0.005818809,0.03473478,0.002136431,0.001196953,0.0009737852,0.6292779,0.001864632,0.00438647,0.01555752,0.09551702,0.2078936],"study_design_scores_gemma":[0.003136105,0.0001725323,0.4638262,0.00337101,0.0002771811,0.004182192,0.006339305,0.002412283,0.006931106,0.002398001,0.5059555,0.000998631],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8546259,0.002470831,0.007998968,0.1208379,0.001812795,0.001327039,0.00007463712,0.0002790175,0.01057297],"genre_scores_gemma":[0.9852076,0.0004677501,0.003128201,0.001871017,0.0005275775,0.0006105655,0.00056584,0.0001185453,0.007502966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6229386,"threshold_uncertainty_score":0.9996083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009405259691908864,"score_gpt":0.2842624908506017,"score_spread":0.2748572311586928,"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."}}