{"id":"W4398219779","doi":"10.1007/978-3-031-57534-1_6","title":"Conclusions and Future Research Directions","year":2024,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Domain Adaptation and Few-Shot Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Psychology","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002648388,0.0003275896,0.0003365524,0.001693115,0.0008620971,0.001390281,0.002006152,0.0002175252,0.0000672883],"category_scores_gemma":[0.00003853652,0.0003230797,0.00008404802,0.001194814,0.001206532,0.0006947097,0.003838746,0.001633164,0.00029028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003027599,"about_ca_system_score_gemma":0.0005724542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000297663,"about_ca_topic_score_gemma":0.00003635106,"domain_scores_codex":[0.9959311,0.00005057721,0.0004195764,0.001592549,0.001314852,0.0006913775],"domain_scores_gemma":[0.9979451,0.0002961971,0.00009521546,0.001031608,0.0003172047,0.0003147127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[9.109742e-7,0.000008135989,0.000006777011,0.00002234882,0.00000544605,0.00008948748,0.0009135837,0.00003326432,0.0000238745,0.7709702,0.0001840295,0.2277419],"study_design_scores_gemma":[0.0001232369,0.00008088737,0.0003435477,0.0002986125,0.000003880364,0.00008130139,0.00001517966,0.06528541,0.00001574474,0.07891439,0.8544321,0.0004057232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007265016,0.005777059,0.1828681,0.006151366,0.007106516,0.0005696656,0.000005327887,0.0006298483,0.7968194],"genre_scores_gemma":[0.02475521,0.01271015,0.4137439,0.002445174,0.007814501,0.0001067573,0.000008886605,0.0002625959,0.5381528],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.854248,"threshold_uncertainty_score":0.9999222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04349654215331714,"score_gpt":0.3215831540746913,"score_spread":0.2780866119213741,"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."}}