{"id":"W4320158895","doi":"10.15173/sciential.vi7.2941","title":"Sciential Issue 7","year":2021,"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":"McMaster University","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005083559,0.001366464,0.001399126,0.003742093,0.004228884,0.01730289,0.002742562,0.007252704,0.5391723],"category_scores_gemma":[0.02144993,0.0007283408,0.001614427,0.002586071,0.00147115,0.004925135,0.004749325,0.007031897,0.44659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002243483,"about_ca_system_score_gemma":0.005701759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450208,"about_ca_topic_score_gemma":0.00309057,"domain_scores_codex":[0.9957212,0.0004303439,0.0002557027,0.0003786664,0.00272182,0.0004922865],"domain_scores_gemma":[0.9756073,0.002304082,0.001307447,0.00147149,0.01215702,0.007152644],"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":[0.00001395815,0.00001546294,0.00003462284,0.00008848641,0.000001876936,0.00002871884,0.00001054898,0.00000731067,0.00008290749,0.0005017871,0.9895051,0.009709169],"study_design_scores_gemma":[0.000005475193,0.000007603401,0.0001142105,0.00005496337,0.000001093346,0.0000199239,0.00001921538,0.000009923904,0.00004028111,0.0002471895,0.9994766,0.000003562355],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0003459933,0.005238025,0.0008378597,0.06558854,0.6644605,0.000513817,0.002071601,0.001589727,0.259354],"genre_scores_gemma":[0.001962798,0.003904987,0.0007147571,0.02719392,0.1749948,0.0002453199,0.002279169,0.001221478,0.7874827],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4608277,"threshold_uncertainty_score":0.6573148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2765126530261611,"score_gpt":0.4467036324700681,"score_spread":0.170190979443907,"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."}}