{"id":"W4309271038","doi":"10.1504/ijmpt.2023.10052217","title":"Determinants of innovation co-operation for manufacturing SMEs: evidence from a systematic review of the literature (1992-2015)","year":2022,"lang":"en","type":"review","venue":"International Journal of Materials and Product Technology","topic":"Business and Economic Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université du Québec à Montréal","funders":"","keywords":"Systematic review; Business; Manufacturing engineering; Materials science; Engineering; MEDLINE; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.01259393,0.0008892447,0.002706427,0.01660238,0.0006144029,0.002555093,0.0007414108,0.001213092,0.001818652],"category_scores_gemma":[0.0562964,0.0006929451,0.003618555,0.01747879,0.0008393667,0.002444924,0.001623786,0.0008098998,0.0002085189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002707994,"about_ca_system_score_gemma":0.01622996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006754433,"about_ca_topic_score_gemma":0.02623422,"domain_scores_codex":[0.9891014,0.003561688,0.003855384,0.0009427953,0.002216705,0.0003220905],"domain_scores_gemma":[0.9344597,0.05076663,0.008065762,0.0009098791,0.005281394,0.0005165818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002625203,0.00006037109,0.01671465,0.7747709,0.006673418,0.0004203236,0.002606141,0.0002412921,0.0004553164,0.001203852,0.002296575,0.1942946],"study_design_scores_gemma":[0.0001175646,0.000465171,0.07992712,0.820923,0.04062843,0.001458426,0.005962246,0.0001890603,0.0007915595,0.0009766413,0.04846082,0.00009991236],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01201006,0.9854141,0.0003134845,0.0005044378,0.00007334605,0.0002051066,0.0007599233,0.000006581764,0.0007128951],"genre_scores_gemma":[0.09805471,0.8993036,0.001176288,0.0003398859,0.00005934992,0.0003711838,0.0005490315,0.000005473703,0.0001406242],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01660238,"threshold_uncertainty_score":0.06660384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03425072822906217,"score_gpt":0.3142658492678811,"score_spread":0.280015121038819,"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."}}