{"id":"W4404059508","doi":"10.5465/amle.2024.0445","title":"What Is a Contribution and How Can You Make One at AMLE?","year":2024,"lang":"en","type":"article","venue":"Academy of Management Learning and Education","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Vrije Universiteit Amsterdam; University of Bath","keywords":"Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001236551,0.00008206542,0.0000988614,0.0001313215,0.0006926515,0.0003034923,0.00009438826,0.00008027966,0.00006616004],"category_scores_gemma":[0.00003697207,0.00009012032,0.00002332478,0.0002144321,0.0000962085,0.0002263432,0.0001120183,0.0003137082,0.000009779146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000931516,"about_ca_system_score_gemma":0.00002435847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003252864,"about_ca_topic_score_gemma":0.0000602963,"domain_scores_codex":[0.9989638,0.0003223046,0.00009650873,0.000200564,0.000236195,0.0001805983],"domain_scores_gemma":[0.9996737,0.0001074195,0.00006648733,0.00005423161,0.00002758852,0.00007056465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001624546,0.00006823421,0.00764009,0.0004425627,0.0001466492,3.85453e-7,0.05430548,0.00001199772,0.00007392304,0.04372811,0.00592942,0.8876369],"study_design_scores_gemma":[0.0001113969,0.00002818522,0.01282656,0.0003863137,0.00008477827,5.000629e-7,0.07438723,0.0001119116,0.00006144539,0.000954901,0.9109428,0.0001039557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7837006,0.01288627,0.00005760172,0.1935703,0.0004385328,0.0003346539,0.000001059217,0.0001534664,0.008857453],"genre_scores_gemma":[0.9327259,0.02479052,0.0001085859,0.0005675962,0.0001144482,0.00002460576,0.00001624163,0.000008250646,0.04164385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9050134,"threshold_uncertainty_score":0.5327386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679676573432839,"score_gpt":0.3208802955487929,"score_spread":0.2940835298144646,"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."}}