{"id":"W2145485697","doi":"10.5779/hypothesis.v8i1.191","title":"Engaging the Clutch of the Science Communication Continuum: Shifting Science Outreach into High Gear","year":2009,"lang":"en","type":"article","venue":"Hypothesis","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Clutch; Physics; Computer science; Engineering physics; Engineering; Mechanical engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.005816624,0.00007384521,0.0001010532,0.0001018861,0.00462553,0.0002141849,0.002519939,0.00003744437,0.00009607046],"category_scores_gemma":[0.00190949,0.00004802625,0.0000532736,0.00154166,0.00350556,0.0003925544,0.0002478653,0.0001891803,0.0000192992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947473,"about_ca_system_score_gemma":0.0002315644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002229843,"about_ca_topic_score_gemma":0.001853965,"domain_scores_codex":[0.9982331,0.000447706,0.0002102111,0.0001744789,0.0006654624,0.0002690604],"domain_scores_gemma":[0.9978644,0.0005775031,0.0001963765,0.00102363,0.0002816617,0.00005646165],"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":[0.0000119464,0.0001513273,0.01066635,0.000009320235,0.000005323126,9.954876e-8,0.3947067,0.00001275556,0.1100986,0.06987889,0.0003375893,0.4141211],"study_design_scores_gemma":[0.0003617416,0.00003722757,0.8178396,0.0002103198,0.0000462616,0.000001685816,0.1107645,0.0004987167,0.02336412,0.02878033,0.01773781,0.0003576863],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293838,0.000159455,0.00001665929,0.0260251,0.0001037274,0.0002265872,0.000001364557,0.0000446976,0.04403857],"genre_scores_gemma":[0.9973935,0.0006245629,0.001148126,0.0005984615,0.0000474957,0.000006576431,5.133941e-7,0.000004356632,0.0001763753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8071732,"threshold_uncertainty_score":0.9992063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3219957297010697,"score_gpt":0.4095391974289183,"score_spread":0.08754346772784855,"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."}}