{"id":"W2999671228","doi":"10.37074/jalt.2019.2.s1.3","title":"Towards complete knowledge for complex problems resolution","year":2019,"lang":"en","type":"article","venue":"Journal of Applied Learning & Teaching","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Epistemology; Feeling; Dialectic; Intuition; Perspective (graphical); Multidisciplinary approach; Psychology; Computer science; Cognitive science; Social psychology; Sociology; Artificial intelligence; Philosophy","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":[0.02450418,0.001814373,0.002036265,0.004463854,0.00287531,0.01384,0.004788707,0.006231303,0.007534041],"category_scores_gemma":[0.03898895,0.00136784,0.003172265,0.002659153,0.02519665,0.01895167,0.02027031,0.009529648,0.003322821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004608964,"about_ca_system_score_gemma":0.008258637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001772246,"about_ca_topic_score_gemma":0.002122003,"domain_scores_codex":[0.9820738,0.009604948,0.001161552,0.001973575,0.004495116,0.0006910413],"domain_scores_gemma":[0.9700854,0.02158307,0.0009936979,0.00392408,0.00250106,0.0009127215],"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":[0.00001295198,0.00004926694,0.0001756341,0.0007632778,0.00003524406,0.0001446206,0.004377525,0.003704462,0.0004914359,0.9525186,0.002845061,0.0348818],"study_design_scores_gemma":[0.000008803637,0.00001174073,0.00004922887,0.0003296869,0.000007417337,0.0000645159,0.000634993,0.004010882,0.0003148496,0.9648443,0.02970946,0.00001419745],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003384013,0.005005493,0.942562,0.01469324,0.0002615093,0.0002648261,0.0000849603,0.0002784774,0.03346543],"genre_scores_gemma":[0.06656145,0.004773484,0.9185381,0.001755719,0.000363624,0.0006777516,0.0003065945,0.0001747639,0.006848481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02450418,"threshold_uncertainty_score":0.129592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06090722786477499,"score_gpt":0.3553880251871316,"score_spread":0.2944807973223567,"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."}}