{"id":"W7052352260","doi":"","title":"Quelle communication numérique autour du changement climatique ? Analyse de contenus vulgarisés sur YouTube et proposition d’application à la recherche en géographie","year":2022,"lang":"fr","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Publics; Iconicity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00209246,0.0005175565,0.0007270898,0.003459676,0.001781696,0.005715652,0.0007704466,0.0009439766,0.009652797],"category_scores_gemma":[0.01541396,0.0003112763,0.0004831481,0.00551981,0.001100722,0.006088117,0.001203616,0.001001884,0.002543647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003580922,"about_ca_system_score_gemma":0.003279672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2680543,"about_ca_topic_score_gemma":0.2564122,"domain_scores_codex":[0.99796,0.0005532508,0.0001271781,0.0004136864,0.0007312487,0.0002146806],"domain_scores_gemma":[0.9892052,0.005191996,0.001166722,0.0005915543,0.003420884,0.000423544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007245498,0.0001822421,0.4181395,0.00360065,0.0004763092,0.001376602,0.04550097,0.01164678,0.008078888,0.03717371,0.09535728,0.3777425],"study_design_scores_gemma":[0.00006467084,0.000220373,0.5571388,0.001340224,0.0003353401,0.0007255106,0.048232,0.07282114,0.005582604,0.0107094,0.3025472,0.0002827487],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7522587,0.009274362,0.02193184,0.0137786,0.0006846783,0.0004203741,0.02473238,0.002513779,0.1744053],"genre_scores_gemma":[0.9583793,0.003195277,0.006304631,0.0004186036,0.0001639328,0.000214005,0.007348982,0.0003472336,0.02362805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9942843,"threshold_uncertainty_score":0.5329881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03270567071815935,"score_gpt":0.3012271907488763,"score_spread":0.2685215200307169,"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."}}