{"id":"W4406226099","doi":"10.1017/iop.2024.61","title":"Shaping the future of industrial-organizational psychology: The transformative potential of research collaborations","year":2025,"lang":"en","type":"article","venue":"Industrial and Organizational Psychology","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Scholarship; Conversation; Transformative learning; Industrial and organizational psychology; Stakeholder; Engineering ethics; Process (computing); Field (mathematics); Action research; Action (physics); Sociology; Engaged scholarship; Psychology; Public relations; Political science; Social psychology; Pedagogy; Engineering; Computer science","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":[0.1612102,0.000507306,0.0009922368,0.00640817,0.0144011,0.0509351,0.003391541,0.007536883,0.005175506],"category_scores_gemma":[0.121693,0.0007646045,0.00108017,0.004509833,0.07735003,0.0522193,0.03182287,0.01082178,0.0008279064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008713954,"about_ca_system_score_gemma":0.03381204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571537,"about_ca_topic_score_gemma":0.002430238,"domain_scores_codex":[0.84755,0.1337957,0.002177469,0.004062402,0.008772927,0.003641604],"domain_scores_gemma":[0.6729769,0.2553792,0.01269762,0.02269343,0.01740995,0.01884289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005662983,0.0001848509,0.003673283,0.0009002564,0.00006181854,0.0004648129,0.1398174,0.0005435214,0.0004983708,0.7378644,0.01132114,0.1046135],"study_design_scores_gemma":[0.00004628044,0.00009892803,0.001995761,0.0025395,0.00002515325,0.0003006485,0.1463431,0.0007789422,0.0003805116,0.6963452,0.1510711,0.00007480224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09093823,0.04363131,0.06384949,0.679935,0.00384831,0.0002447451,0.00006698181,0.0002614339,0.1172245],"genre_scores_gemma":[0.9476119,0.01208352,0.0210757,0.01452032,0.001694959,0.0002186221,0.00002264248,0.00007873648,0.002693772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1612102,"threshold_uncertainty_score":0.8525711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08222642254417124,"score_gpt":0.353515524114289,"score_spread":0.2712891015701178,"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."}}