{"id":"W4285076189","doi":"10.1117/3.2510243.ch87","title":"BCS Theory","year":2019,"lang":"en","type":"book-chapter","venue":"SPIE eBooks","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003498202,0.0004754139,0.0009755318,0.0006328422,0.000175994,0.0005310646,0.001671625,0.000451871,0.009557946],"category_scores_gemma":[0.0006254078,0.0003342336,0.0006518335,0.00003559968,0.000158529,0.00006653898,0.0007040693,0.0005166585,0.02945395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006318002,"about_ca_system_score_gemma":0.0002773651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006341636,"about_ca_topic_score_gemma":0.00003121485,"domain_scores_codex":[0.9943843,0.00005410123,0.00133795,0.001099384,0.002767045,0.0003572551],"domain_scores_gemma":[0.993645,0.00240867,0.0008332714,0.002506164,0.0004299876,0.0001769161],"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":[0.00002264677,0.00000183438,0.00000703915,0.000004515082,0.00002357123,0.00003437534,0.00007485306,0.000002415946,0.00001812096,0.8600906,0.0476974,0.09202266],"study_design_scores_gemma":[0.0001029095,0.00002966685,0.00002495799,0.00008455013,0.00001054815,0.00001599771,0.00002533534,0.000017849,0.000003336412,0.4997209,0.4997426,0.0002213247],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009921604,0.001124359,0.002085654,0.00002662164,0.002893481,0.0004407529,0.00004345028,0.00009333527,0.9931931],"genre_scores_gemma":[0.01674823,0.000001265781,0.0003143941,0.0004272744,0.0006836671,0.000004444378,0.000001512443,0.00008267579,0.9817365],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4520452,"threshold_uncertainty_score":0.999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174285238138806,"score_gpt":0.3722768833592751,"score_spread":0.1979916452204691,"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."}}