{"id":"W4320022994","doi":"10.15173/sciential.v1i9.3313","title":"Sciential Issue 9","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":"Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006526499,0.00152811,0.001670558,0.004833115,0.004824046,0.02115042,0.003315758,0.009546176,0.5603437],"category_scores_gemma":[0.03027534,0.0009914261,0.002144584,0.002985524,0.001719111,0.00582735,0.005296323,0.008005955,0.4943012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002475909,"about_ca_system_score_gemma":0.006831719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001303587,"about_ca_topic_score_gemma":0.002546903,"domain_scores_codex":[0.9929817,0.0006797799,0.0005045157,0.000624717,0.004431173,0.0007781045],"domain_scores_gemma":[0.9598696,0.003363234,0.001846222,0.002567168,0.02217773,0.01017603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000190243,0.00002237241,0.00004486265,0.0001254389,0.00000283559,0.00003697783,0.00001172159,0.000008410868,0.0001402653,0.000547662,0.9861914,0.01284891],"study_design_scores_gemma":[0.00001179209,0.00001456644,0.0001811091,0.00007513406,0.000001562451,0.000033066,0.00002302851,0.00001342514,0.00006247382,0.0003686736,0.9992091,0.00000618262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003656225,0.004335087,0.000943601,0.06298,0.7021118,0.0007556713,0.002413969,0.001861889,0.2242324],"genre_scores_gemma":[0.002349246,0.004195203,0.001178248,0.03353281,0.2197878,0.0003925789,0.003067014,0.00140287,0.7340943],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.5603437,"threshold_uncertainty_score":0.6271163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2613525759916016,"score_gpt":0.434112527002055,"score_spread":0.1727599510104534,"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."}}