{"id":"W4386393654","doi":"10.26524/jms.13.13","title":"David and Goliath & lessons learned","year":2023,"lang":"en","type":"article","venue":"Journal of Management and Science","topic":"Archaeology and Historical Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"SAINT; Brother; Management; Engineering; Art history; Law; History; Sociology; Political science; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004383123,0.0006113435,0.0004547058,0.001480204,0.004447928,0.006354219,0.002116799,0.004300603,0.05509024],"category_scores_gemma":[0.009645469,0.0003079509,0.0003928838,0.001495826,0.002919999,0.005991043,0.003374522,0.008695611,0.02100896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006408565,"about_ca_system_score_gemma":0.01167421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02501458,"about_ca_topic_score_gemma":0.05911516,"domain_scores_codex":[0.997472,0.0007109772,0.00008735054,0.000289566,0.001039903,0.0004001987],"domain_scores_gemma":[0.9930077,0.001231182,0.0001125217,0.0002149928,0.00219718,0.003236461],"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":[0.00001005908,0.00006427271,0.0002100571,0.0001242434,0.000001542825,0.000223322,0.0009889911,0.00004188768,0.00003409935,0.01156574,0.9224889,0.06424695],"study_design_scores_gemma":[0.000004672961,0.000008779316,0.0002509058,0.000393919,0.000001173292,0.0001695667,0.002093805,0.00002229145,0.00004080439,0.004761677,0.9922447,0.000007913922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001786775,0.0364401,0.001325534,0.773263,0.03226189,0.00006219122,0.0004327567,0.0001852727,0.1542424],"genre_scores_gemma":[0.03865752,0.08186302,0.005465885,0.3552589,0.01008232,0.0002005338,0.0006811313,0.0002955298,0.5074952],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05509024,"threshold_uncertainty_score":0.1842952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.136909010198207,"score_gpt":0.3130728852567213,"score_spread":0.1761638750585143,"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."}}