{"id":"W6955312222","doi":"10.58067/pytp-3m92","title":"Woodland Supply Information System Project Selection","year":2023,"lang":"en","type":"article","venue":"Conestoga College Repository","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Woodland; Work (physics); Information system; Selection (genetic algorithm); Strategic planning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003301393,0.0001777569,0.0001848713,0.0007489512,0.0005385106,0.0003189107,0.0002086981,0.00008878867,0.00001528753],"category_scores_gemma":[0.00003479773,0.0001597111,0.00007974697,0.001636948,0.00003945744,0.001784283,0.0001336104,0.0001021457,0.001165168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244018,"about_ca_system_score_gemma":0.00007262053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000638452,"about_ca_topic_score_gemma":0.0000262289,"domain_scores_codex":[0.9986894,0.00001724587,0.0003471268,0.0002349349,0.0003870713,0.0003242954],"domain_scores_gemma":[0.999333,0.00003225777,0.0002107942,0.0002236154,0.0001866187,0.00001368598],"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":[0.0002654119,0.00009887553,0.2719501,0.002812722,0.0001614441,0.0003423587,0.0005797393,0.002075624,0.0008746281,0.0665185,0.6497478,0.004572804],"study_design_scores_gemma":[0.001577055,0.00004406558,0.08317147,0.0002392474,0.0001353659,0.0000767456,0.01093372,0.06608137,0.0002955673,0.00008005691,0.8367231,0.0006421548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8548693,0.00005213817,0.0002952942,0.0004186502,0.003355846,0.001563433,0.000008144337,0.002173408,0.1372638],"genre_scores_gemma":[0.9941506,0.000008660768,0.00003174716,0.0002311052,0.001053562,0.0001998255,0.00005322467,0.00001887224,0.004252366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1887786,"threshold_uncertainty_score":0.9996126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104388013089891,"score_gpt":0.2104001512979995,"score_spread":0.1999613499890104,"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."}}