{"id":"W1490781891","doi":"10.3138/flor.20.005","title":"But Should We Innovate?","year":2003,"lang":"en","type":"article","venue":"Florilegium","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Publishing; Object (grammar); Media studies; Sociology; Political science; Library science; Public relations; Social science; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.01419552,0.0005744619,0.0007338711,0.001441284,0.01723956,0.02062084,0.002152486,0.008404084,0.0108233],"category_scores_gemma":[0.02372395,0.0002798959,0.0004474668,0.002253113,0.03817933,0.01720128,0.005550609,0.01090708,0.004549629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03171228,"about_ca_system_score_gemma":0.08334824,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4182684,"about_ca_topic_score_gemma":0.4695091,"domain_scores_codex":[0.985159,0.003396272,0.0002249125,0.001652468,0.005259524,0.004307846],"domain_scores_gemma":[0.985594,0.002092114,0.0006471302,0.0008576272,0.004635843,0.006173317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003661879,0.00003743573,0.002352156,0.0001418181,0.00002501279,0.0001795315,0.01809332,0.00009993492,0.0002267959,0.5829154,0.3536541,0.04223779],"study_design_scores_gemma":[0.00001003443,0.00001369435,0.000908958,0.0002388362,0.00001037883,0.00007500387,0.01455799,0.00005227876,0.0001155208,0.07500675,0.9089807,0.00002997277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003176145,0.0114304,0.001228463,0.887242,0.003815674,0.00002938962,0.00008214368,0.00007315785,0.09292261],"genre_scores_gemma":[0.3624711,0.03116996,0.003579277,0.4160168,0.003049199,0.0001178189,0.0002301849,0.0002593449,0.1831063],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5817317,"threshold_uncertainty_score":0.8316675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04177857175617637,"score_gpt":0.2661528392011191,"score_spread":0.2243742674449427,"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."}}