{"id":"W4408113793","doi":"10.22541/au.174100912.21220068/v1","title":"Reframing plant strategies: Identifying a competitive-facilitative continuum","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cognitive reframing; Competitive advantage; Business; Computer science; Process management; Industrial organization; Psychology; Marketing; Social psychology","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000544914,0.0004951073,0.0005724761,0.0006616702,0.0002922633,0.001782925,0.000489475,0.0003924617,0.0006630475],"category_scores_gemma":[0.0001376577,0.0004765614,0.0001546497,0.000708422,0.0001226879,0.001791224,0.0009888546,0.0008368088,0.0002254693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007725212,"about_ca_system_score_gemma":0.0002305769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895635,"about_ca_topic_score_gemma":0.00102319,"domain_scores_codex":[0.9977828,0.00002380376,0.000701097,0.0007452315,0.0003412488,0.0004058685],"domain_scores_gemma":[0.9980263,0.00009458086,0.0005600431,0.0004176283,0.0008924436,0.000008978004],"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":[0.00006979636,0.00007833828,0.0007124973,0.002882939,0.0001627334,0.00002277007,0.0002365693,0.0002676913,0.0002435571,0.9851147,0.00891727,0.001291138],"study_design_scores_gemma":[0.002959723,0.00003048131,0.03371313,0.009341448,0.0007024636,0.000005943538,0.05040837,0.01971856,0.0006379595,0.4031326,0.4752178,0.004131589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02991385,0.0002177737,0.03560801,0.001401433,0.003597655,0.0009590728,0.0001604878,0.0007568319,0.9273849],"genre_scores_gemma":[0.9850488,0.00003549831,0.001577744,0.002101979,0.001487578,0.00015425,0.00220527,0.00003740477,0.007351418],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.955135,"threshold_uncertainty_score":0.9997686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04137715579303389,"score_gpt":0.2821497929675676,"score_spread":0.2407726371745338,"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."}}