{"id":"W3214838052","doi":"10.5206/mt.v1i2.14351","title":"Problems, Puzzles, and Challenges","year":2021,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computation; Computer science; Data science; Mathematical economics; Mathematics; Algorithm","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":[],"consensus_categories":[],"category_scores_codex":[0.0118728,0.001581505,0.001790481,0.002465745,0.005856415,0.008569943,0.00408519,0.007734338,0.01913004],"category_scores_gemma":[0.05083615,0.0008838262,0.001531395,0.002925391,0.01568897,0.02821494,0.007232658,0.01682014,0.006298387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002896891,"about_ca_system_score_gemma":0.005673444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005661825,"about_ca_topic_score_gemma":0.003614536,"domain_scores_codex":[0.9923394,0.003179372,0.0004460028,0.001464256,0.001816407,0.0007545342],"domain_scores_gemma":[0.9647747,0.02390671,0.000870745,0.003447504,0.004934141,0.002066215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009337498,0.0001387075,0.000672593,0.000597035,0.00005349769,0.0003062375,0.00087009,0.00446529,0.0002972827,0.6940007,0.2247865,0.07371861],"study_design_scores_gemma":[0.00001092804,0.000009644055,0.0001314782,0.0002016069,0.000004343518,0.0001477071,0.001055695,0.002227801,0.00007201485,0.9320944,0.06401254,0.00003189112],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006466223,0.04694735,0.1058269,0.7805641,0.01327186,0.0001134026,0.000798806,0.0007310795,0.04528024],"genre_scores_gemma":[0.2782062,0.1297031,0.3172411,0.1471049,0.04894855,0.001130767,0.002820145,0.001677777,0.07316756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01913004,"threshold_uncertainty_score":0.06399637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04529028475862117,"score_gpt":0.2181544542287218,"score_spread":0.1728641694701006,"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."}}