{"id":"W7098659295","doi":"","title":"COLLABORATION AND LEARNING","year":2011,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competition (biology); Product (mathematics); Business simulation; Supply chain; Process (computing); Resource (disambiguation); Test (biology); Supply chain management; New product development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.006061824,0.000668782,0.0006124626,0.001494474,0.00491264,0.01374684,0.001796881,0.002827944,0.03289619],"category_scores_gemma":[0.01383147,0.0002612586,0.0005621754,0.001365794,0.01101714,0.0120463,0.01542539,0.002460535,0.005557206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125649,"about_ca_system_score_gemma":0.004458881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039585,"about_ca_topic_score_gemma":0.0008726477,"domain_scores_codex":[0.9891391,0.006493019,0.0003447249,0.001382737,0.001537059,0.001103273],"domain_scores_gemma":[0.990321,0.003801231,0.0006979891,0.001707237,0.0009567605,0.002515824],"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":[0.00005410222,0.0001765914,0.002380328,0.0003416275,0.00005313174,0.0003355745,0.03230733,0.0007084617,0.0005956584,0.7532929,0.0227679,0.1869864],"study_design_scores_gemma":[0.0000319578,0.0001140604,0.001093294,0.0003163441,0.00001496769,0.0004736735,0.01492441,0.0007239436,0.000341508,0.5576586,0.4242772,0.00002992604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02695039,0.004599968,0.05483739,0.02159929,0.000901243,0.0002213651,0.0001006089,0.0003104824,0.8904792],"genre_scores_gemma":[0.8543899,0.00385833,0.02501329,0.003455492,0.0005606108,0.0005852687,0.0002675807,0.0001661437,0.1117033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03289619,"threshold_uncertainty_score":0.1100487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06056755536703145,"score_gpt":0.1861579579585499,"score_spread":0.1255904025915184,"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."}}