{"id":"W3202675740","doi":"10.1145/3474715","title":"Seek What You Need","year":2021,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Digital Games and Media","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Psychology; Social psychology; Autonomy; Prosocial behavior; Self-determination theory; Competence (human resources); Disposition; Dominance (genetics)","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":[0.0006013228,0.0004760412,0.0002984256,0.000595008,0.002067737,0.00294873,0.0004305415,0.001455981,0.04990308],"category_scores_gemma":[0.003174411,0.0001877362,0.0004761708,0.0002695449,0.0008687832,0.003288511,0.002801465,0.001362578,0.02513651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003566366,"about_ca_system_score_gemma":0.0005345066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001097076,"about_ca_topic_score_gemma":0.003176629,"domain_scores_codex":[0.9992987,0.0002009526,0.00003339594,0.00006816769,0.0002317923,0.0001670211],"domain_scores_gemma":[0.9986022,0.0001627536,0.0001509561,0.00008585073,0.0003225196,0.0006757198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002814465,0.0006675499,0.04062091,0.0009291052,0.0001429073,0.0031039,0.04338717,0.0002088513,0.00925626,0.06357113,0.504853,0.3329777],"study_design_scores_gemma":[0.00003519231,0.0002519134,0.01294763,0.0002127846,0.00006063139,0.002617681,0.03333177,0.0005222735,0.001007582,0.01822421,0.930696,0.00009243783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2666279,0.00521371,0.02210818,0.07220317,0.004884488,0.0004263879,0.001405136,0.001936161,0.6251949],"genre_scores_gemma":[0.5653831,0.002297322,0.01330557,0.02325743,0.0009954186,0.0002316919,0.001090421,0.0004295046,0.3930096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04990308,"threshold_uncertainty_score":0.1669424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05566483305560328,"score_gpt":0.3425101291416485,"score_spread":0.2868452960860453,"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."}}