{"id":"W4280583660","doi":"10.48082/espacios-a22v43n04p01","title":"Medios y formatos efectivos para la comunicación de la ciencia en estudiantes de pregrado","year":2022,"lang":"es","type":"article","venue":"ESPACIOS","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Monsanto (Canada)","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007351757,0.0004122688,0.0003613969,0.00186677,0.001516092,0.003838895,0.0006065657,0.0008930962,0.008922661],"category_scores_gemma":[0.0445171,0.0002405725,0.0003797815,0.002047465,0.001859784,0.002867632,0.002450345,0.001357432,0.0006254224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551529,"about_ca_system_score_gemma":0.002093572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00315951,"about_ca_topic_score_gemma":0.005357057,"domain_scores_codex":[0.9940459,0.003810285,0.0003558884,0.0003043828,0.001124396,0.0003591935],"domain_scores_gemma":[0.968334,0.0217102,0.003029939,0.001469465,0.00358432,0.001871968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001619185,0.0009032559,0.1805494,0.003886581,0.000152555,0.0006165315,0.2571208,0.0005787882,0.01835339,0.01897765,0.008022792,0.5092191],"study_design_scores_gemma":[0.0002169477,0.002488038,0.3293482,0.0040593,0.0005226306,0.001193498,0.47285,0.001337123,0.00913887,0.01695958,0.1615365,0.0003494288],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399176,0.004134988,0.01148729,0.004155533,0.000465847,0.0004131634,0.0006677871,0.0001873768,0.03857037],"genre_scores_gemma":[0.9822333,0.002564552,0.009885374,0.0003060635,0.00009071168,0.0005053799,0.0001578831,0.00005900088,0.004197717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9961611,"threshold_uncertainty_score":0.03888029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1478488761792237,"score_gpt":0.441065813002653,"score_spread":0.2932169368234293,"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."}}