{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02646858,0.001005549,0.001182244,0.002305548,0.01330154,0.0210386,0.003240682,0.0119535,0.03600569],"category_scores_gemma":[0.1146592,0.0004989775,0.001405142,0.001289595,0.006282423,0.02020108,0.01369055,0.01737054,0.03256465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003767697,"about_ca_system_score_gemma":0.02315325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002247405,"about_ca_topic_score_gemma":0.005658752,"domain_scores_codex":[0.9680554,0.01375715,0.001200296,0.001320255,0.01212619,0.003540579],"domain_scores_gemma":[0.8487393,0.01069918,0.004430692,0.004539565,0.04673017,0.08486107],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008482335,0.0004353531,0.004809777,0.0005127362,0.00009203888,0.001707159,0.006873973,0.0001235837,0.0009744555,0.02870278,0.7873781,0.1683052],"study_design_scores_gemma":[0.00004038606,0.000124796,0.002231836,0.001440396,0.00006909719,0.001677734,0.02605123,0.0002925833,0.0004937986,0.03728275,0.9301805,0.0001148558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004575839,0.002880286,0.004066427,0.847276,0.05826219,0.0001182075,0.00007842966,0.000389356,0.08235329],"genre_scores_gemma":[0.216281,0.01151835,0.03854859,0.3107247,0.0432019,0.0006818733,0.0005138244,0.001352134,0.3771776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9735314,"threshold_uncertainty_score":0.1399809,"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."}}