{"id":"W4283453910","doi":"10.36510/learnland.v15i1.1074","title":"An Odd Way of Looking at Things","year":2022,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Comedy; Art; Literature; Sociology; Aesthetics; History; Visual arts; Media studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005141657,0.00003424588,0.00008091484,0.0001744603,0.002691288,0.00007466431,0.0001811422,0.00002547722,0.005724554],"category_scores_gemma":[0.00006856999,0.00004619891,0.00004184692,0.0001654386,0.00009523354,0.0001457949,0.00004891832,0.0001844799,0.00002834282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002884339,"about_ca_system_score_gemma":0.0001251169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1371255,"about_ca_topic_score_gemma":0.2638257,"domain_scores_codex":[0.9991654,0.0002030867,0.00008282548,0.0001119888,0.0002816332,0.0001550822],"domain_scores_gemma":[0.9997146,0.00004914338,0.00007682027,0.00007285589,0.00001866605,0.00006795589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009067453,0.0001594692,0.1414224,0.00006978281,0.00006388051,0.00007377275,0.7160714,0.01159575,0.00504728,0.04260206,0.03298413,0.04981937],"study_design_scores_gemma":[0.000081538,0.00004364393,0.002629016,0.000003828958,0.000006765174,0.000001027926,0.008236707,0.0001259326,0.00001092883,0.00009225118,0.9887002,0.00006815084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158216,0.0004092317,0.000009364378,0.0004505242,0.000258646,0.00004630577,0.000003416026,0.00007934793,0.08292163],"genre_scores_gemma":[0.9759202,0.00002769197,0.00002861118,0.00009673707,0.00009509745,0.000004242579,0.000007526568,0.000006912127,0.02381298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9557161,"threshold_uncertainty_score":0.9986071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006841022327937973,"score_gpt":0.223428672451015,"score_spread":0.216587650123077,"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."}}