{"id":"W4320023026","doi":"10.15173/sciential.v1i9.3209","title":"Impact and Effectiveness of Science Communication Training in the Honours Life Sciences Program at McMaster University","year":2022,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Presentation (obstetrics); Curriculum; Argumentative; Medical education; Communication skills; Public speaking; Mathematics education; Psychology; Multimedia; Computer science; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.02928957,0.0001321733,0.0001873243,0.0009805227,0.01423998,0.0006286605,0.003066025,0.00003000006,0.0004558946],"category_scores_gemma":[0.0003626116,0.0001050697,0.00008925227,0.006265101,0.01755848,0.001927859,0.001075202,0.0004422845,0.000003118221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009248051,"about_ca_system_score_gemma":0.002110809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000556225,"about_ca_topic_score_gemma":0.0007059149,"domain_scores_codex":[0.9946126,0.001818489,0.0002993195,0.00041456,0.002166916,0.0006880592],"domain_scores_gemma":[0.9984353,0.000333927,0.0003551292,0.0003092802,0.0002892957,0.0002770975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005449203,0.001023856,0.09772478,0.00004663557,0.00002530726,0.000009394142,0.7047169,0.003298659,0.03539861,0.02768917,0.0001806432,0.1293411],"study_design_scores_gemma":[0.00235438,0.001608613,0.4156977,0.000208487,0.00005059677,0.0002216086,0.548149,0.006068835,0.0001752896,0.00976802,0.01504892,0.0006484928],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781518,0.0001492778,0.00004307158,0.004157186,0.0003422231,0.0004802959,0.000007768652,0.00002156338,0.01664683],"genre_scores_gemma":[0.9989135,0.0004509414,0.0003956894,0.0000782794,0.00003044447,0.000007158235,0.000001786172,0.000004762075,0.0001174134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3179729,"threshold_uncertainty_score":0.9995506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2259325385248636,"score_gpt":0.4240831464332005,"score_spread":0.1981506079083369,"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."}}