{"id":"W2031308707","doi":"10.7202/050566ar","title":"Contradictions and Limitations of Final Offer Selection: The Manitoba Experience. A Comment.","year":2005,"lang":"en","type":"article","venue":"Relations industrielles","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Psychology; Computer science; Data science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01822652,0.0008175225,0.000685302,0.001270011,0.03626509,0.008702478,0.009536442,0.03000986,0.01507317],"category_scores_gemma":[0.04732967,0.001974698,0.001378239,0.003982021,0.02088887,0.007042243,0.007159612,0.02998279,0.002566305],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04641516,"about_ca_system_score_gemma":0.11452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9395091,"about_ca_topic_score_gemma":0.9692504,"domain_scores_codex":[0.9848919,0.003101388,0.0008301109,0.001452338,0.005425179,0.00429907],"domain_scores_gemma":[0.9600803,0.01886804,0.002079777,0.001070742,0.01303559,0.004865567],"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":[0.0001055092,0.00007184242,0.009058525,0.0002599617,0.00003320989,0.002683402,0.1092251,0.0002010561,0.001060115,0.07053373,0.7969573,0.009810254],"study_design_scores_gemma":[0.00008114874,0.00005426212,0.01602752,0.0006360093,0.0000745182,0.0008071386,0.1500376,0.0003191911,0.001057033,0.006497022,0.8241479,0.0002607018],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009023818,0.001052996,0.0003385655,0.9714713,0.001480356,0.00005435181,0.0001407147,0.00004261324,0.01639533],"genre_scores_gemma":[0.08309118,0.001915611,0.00107418,0.8613403,0.001027497,0.0001754189,0.0001001966,0.0001082874,0.0511672],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9535848,"threshold_uncertainty_score":0.3367671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09593747893559658,"score_gpt":0.2902570720447439,"score_spread":0.1943195931091473,"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."}}