{"id":"W4210930569","doi":"10.32920/ryerson.14639673","title":"Quels sont les éléments essentiels de la recherche valable? Les problèmes de « données » et leur cueillette dans les contextes interculturels","year":2021,"lang":"fr","type":"preprint","venue":"","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Education and Early Childhood Development","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008385444,0.0009302425,0.0008909117,0.0001477382,0.001173014,0.001333888,0.00156766,0.002251043,0.001819897],"category_scores_gemma":[0.002484642,0.0008910346,0.0006117105,0.000529108,0.001751894,0.0007939706,0.0009786198,0.002688299,0.00005613113],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004578806,"about_ca_system_score_gemma":0.002145403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1721145,"about_ca_topic_score_gemma":0.08675487,"domain_scores_codex":[0.9827141,0.01255255,0.001105233,0.001366152,0.000912694,0.001349322],"domain_scores_gemma":[0.9944447,0.003183195,0.0007905135,0.0006887534,0.0004446895,0.0004482008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004590102,0.004927428,0.2842333,0.001223264,0.001320459,0.0000395165,0.4268327,0.001145419,0.08753318,0.148733,0.01701531,0.02695061],"study_design_scores_gemma":[0.001057242,0.0001337343,0.04571986,0.00541316,0.0007022325,0.00003338053,0.6560012,0.0007504156,0.1106647,0.05973757,0.117338,0.002448532],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8662082,0.007943976,0.02059607,0.01672012,0.001854001,0.001391352,0.0001049271,0.0003335401,0.08484782],"genre_scores_gemma":[0.8684589,0.02753272,0.04005735,0.001449607,0.0006647053,0.0007333636,0.0004073861,0.0001118675,0.06058405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2385134,"threshold_uncertainty_score":0.9997028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3479326881773843,"score_gpt":0.4395567421538522,"score_spread":0.09162405397646783,"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."}}