{"id":"W4402989579","doi":"10.3389/fcomm.2024.1473268","title":"Bridging science communication and open science—Working inclusively toward the common good","year":2024,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Fundação de Amparo à Pesquisa do Estado de São Paulo; London School of Economics and Political Science","keywords":"Bridging (networking); Open science; Chemistry; Computer science; Physics; Astronomy","routes":{"ca_aff":true,"ca_fund":true,"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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.06916685,0.0008444887,0.001203409,0.004788972,0.01456161,0.03497367,0.002974821,0.01664773,0.006583394],"category_scores_gemma":[0.09443237,0.0008727159,0.001253869,0.003429088,0.08137799,0.04524983,0.0426617,0.01310757,0.001469976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009613891,"about_ca_system_score_gemma":0.03449557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003332017,"about_ca_topic_score_gemma":0.002840561,"domain_scores_codex":[0.9206581,0.05555332,0.002590661,0.004139456,0.01137928,0.005679143],"domain_scores_gemma":[0.8600327,0.09713817,0.01052977,0.01559483,0.007621676,0.009082966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001490465,0.00002098447,0.0005220232,0.00009211832,0.00001657274,0.0001414398,0.01015571,0.0003552777,0.000142921,0.9712605,0.003618607,0.01365894],"study_design_scores_gemma":[0.00001176356,0.00002029587,0.0002219693,0.0002924224,0.00001085957,0.00008958727,0.007447114,0.000399696,0.0002327472,0.9220957,0.06915113,0.00002662662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04289205,0.006707081,0.15632,0.4267422,0.001829553,0.0002908168,0.00008039261,0.0002852913,0.3648527],"genre_scores_gemma":[0.9357722,0.003396313,0.03355836,0.01623265,0.0007958576,0.0003295831,0.00006424999,0.0001225087,0.009728346],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9970252,"threshold_uncertainty_score":0.3657936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037874510865636,"score_gpt":0.4277539533294705,"score_spread":0.323966502242907,"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."}}